{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Исследовательский анализ данных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Authors**: Polina Polunina\n",
    "\n",
    "**18.02.2024**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "# set plot's style\n",
    "sns.set_style('darkgrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# store the web link in a variable\n",
    "url = 'https://docs.google.com/uc?export=download&id=1k21iUIrz0NjfiLE_j-oBQm1bNu3wASX6'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## House Prices Dataset\n",
    "\n",
    "The dataset we are goung to work with is a reincarnation of another famous house prices dataset that students around the world used to practice statistical learning for about 20+ years.\n",
    "\n",
    "**Dataset description**\n",
    "\n",
    "Ask a home buyer to describe their dream house, and they probably won't begin with the height of the basement ceiling or the proximity to an east-west railroad. But this playground competition's dataset proves that much more influences price negotiations than the number of bedrooms or a white-picket fence.\n",
    "\n",
    "With 79 explanatory variables describing (almost) every aspect of residential homes in Ames, Iowa, this competition challenges you to predict the final price of each home.\n",
    "\n",
    "More information, analysis and code is available at <a href=\"https://www.kaggle.com/c/house-prices-advanced-regression-techniques\">Kaggle</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>...</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "Id                                                                    \n",
       "1           60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "2           20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "3           60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "4           70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "5           60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "\n",
       "   LandContour Utilities LotConfig  ... PoolArea PoolQC Fence MiscFeature  \\\n",
       "Id                                  ...                                     \n",
       "1          Lvl    AllPub    Inside  ...        0    NaN   NaN         NaN   \n",
       "2          Lvl    AllPub       FR2  ...        0    NaN   NaN         NaN   \n",
       "3          Lvl    AllPub    Inside  ...        0    NaN   NaN         NaN   \n",
       "4          Lvl    AllPub    Corner  ...        0    NaN   NaN         NaN   \n",
       "5          Lvl    AllPub       FR2  ...        0    NaN   NaN         NaN   \n",
       "\n",
       "   MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
       "Id                                                             \n",
       "1        0      2    2008        WD         Normal     208500  \n",
       "2        0      5    2007        WD         Normal     181500  \n",
       "3        0      9    2008        WD         Normal     223500  \n",
       "4        0      2    2006        WD        Abnorml     140000  \n",
       "5        0     12    2008        WD         Normal     250000  \n",
       "\n",
       "[5 rows x 80 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# loading the data from pc\n",
    "data = pd.read_csv(url, index_col=0)\n",
    "# look at the first 5 rows of the file\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a look at the complete list of available features:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MSSubClass',\n",
       " 'MSZoning',\n",
       " 'LotFrontage',\n",
       " 'LotArea',\n",
       " 'Street',\n",
       " 'Alley',\n",
       " 'LotShape',\n",
       " 'LandContour',\n",
       " 'Utilities',\n",
       " 'LotConfig',\n",
       " 'LandSlope',\n",
       " 'Neighborhood',\n",
       " 'Condition1',\n",
       " 'Condition2',\n",
       " 'BldgType',\n",
       " 'HouseStyle',\n",
       " 'OverallQual',\n",
       " 'OverallCond',\n",
       " 'YearBuilt',\n",
       " 'YearRemodAdd',\n",
       " 'RoofStyle',\n",
       " 'RoofMatl',\n",
       " 'Exterior1st',\n",
       " 'Exterior2nd',\n",
       " 'MasVnrType',\n",
       " 'MasVnrArea',\n",
       " 'ExterQual',\n",
       " 'ExterCond',\n",
       " 'Foundation',\n",
       " 'BsmtQual',\n",
       " 'BsmtCond',\n",
       " 'BsmtExposure',\n",
       " 'BsmtFinType1',\n",
       " 'BsmtFinSF1',\n",
       " 'BsmtFinType2',\n",
       " 'BsmtFinSF2',\n",
       " 'BsmtUnfSF',\n",
       " 'TotalBsmtSF',\n",
       " 'Heating',\n",
       " 'HeatingQC',\n",
       " 'CentralAir',\n",
       " 'Electrical',\n",
       " '1stFlrSF',\n",
       " '2ndFlrSF',\n",
       " 'LowQualFinSF',\n",
       " 'GrLivArea',\n",
       " 'BsmtFullBath',\n",
       " 'BsmtHalfBath',\n",
       " 'FullBath',\n",
       " 'HalfBath',\n",
       " 'BedroomAbvGr',\n",
       " 'KitchenAbvGr',\n",
       " 'KitchenQual',\n",
       " 'TotRmsAbvGrd',\n",
       " 'Functional',\n",
       " 'Fireplaces',\n",
       " 'FireplaceQu',\n",
       " 'GarageType',\n",
       " 'GarageYrBlt',\n",
       " 'GarageFinish',\n",
       " 'GarageCars',\n",
       " 'GarageArea',\n",
       " 'GarageQual',\n",
       " 'GarageCond',\n",
       " 'PavedDrive',\n",
       " 'WoodDeckSF',\n",
       " 'OpenPorchSF',\n",
       " 'EnclosedPorch',\n",
       " '3SsnPorch',\n",
       " 'ScreenPorch',\n",
       " 'PoolArea',\n",
       " 'PoolQC',\n",
       " 'Fence',\n",
       " 'MiscFeature',\n",
       " 'MiscVal',\n",
       " 'MoSold',\n",
       " 'YrSold',\n",
       " 'SaleType',\n",
       " 'SaleCondition',\n",
       " 'SalePrice']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns.tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, there are quite a lot of them. How many?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 80)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is a complete description of these features:\n",
    "    \n",
    "* **SalePrice:** the property's sale price in dollars. This is the **target variable** that you're trying to predict.\n",
    "\n",
    "* **MSSubClass:** The building class\n",
    "* **MSZoning:** The general zoning classification\n",
    "* **LotFrontage:** Linear feet of street connected to property\n",
    "* **LotArea:** Lot size in square feet\n",
    "* **Street:** Type of road access\n",
    "* **Alley:** Type of alley access\n",
    "* **LotShape:** General shape of property\n",
    "* **LandContour:** Flatness of the property\n",
    "* **Utilities:** Type of utilities available\n",
    "* **LotConfig:** Lot configuration\n",
    "* **LandSlope:** Slope of property\n",
    "* **Neighborhood:** Physical locations within Ames city limits\n",
    "* **Condition1:** Proximity to main road or railroad\n",
    "* **Condition2:** Proximity to main road or railroad (if a second is present)\n",
    "* **BldgType:** Type of dwelling\n",
    "* **HouseStyle:** Style of dwelling\n",
    "* **OverallQual:** Overall material and finish quality\n",
    "* **OverallCond:** Overall condition rating\n",
    "* **YearBuilt:** Original construction date\n",
    "* **YearRemodAdd:** Remodel date\n",
    "* **RoofStyle:** Type of roof\n",
    "* **RoofMatl:** Roof material\n",
    "* **Exterior1st:** Exterior covering on house\n",
    "* **Exterior2nd:** Exterior covering on house (if more than one material)\n",
    "* **MasVnrType:** Masonry veneer type\n",
    "* **MasVnrArea:** Masonry veneer area in square feet\n",
    "* **ExterQual:** Exterior material quality\n",
    "* **ExterCond:** Present condition of the material on the exterior\n",
    "* **Foundation:** Type of foundation\n",
    "* **BsmtQual:** Height of the basement\n",
    "* **BsmtCond:** General condition of the basement\n",
    "* **BsmtExposure:** Walkout or garden level basement walls\n",
    "* **BsmtFinType1:** Quality of basement finished area\n",
    "* **BsmtFinSF1:** Type 1 finished square feet\n",
    "* **BsmtFinType2:** Quality of second finished area (if present)\n",
    "* **BsmtFinSF2:** Type 2 finished square feet\n",
    "* **BsmtUnfSF:** Unfinished square feet of basement area\n",
    "* **TotalBsmtSF:** Total square feet of basement area\n",
    "* **Heating:** Type of heating\n",
    "* **HeatingQC:** Heating quality and condition\n",
    "* **CentralAir:** Central air conditioning\n",
    "* **Electrical:** Electrical system\n",
    "* **1stFlrSF:** First Floor square feet\n",
    "* **2ndFlrSF:** Second floor square feet\n",
    "* **LowQualFinSF:** Low quality finished square feet (all floors)\n",
    "* **GrLivArea:** Above grade (ground) living area square feet\n",
    "* **BsmtFullBath:** Basement full bathrooms\n",
    "* **BsmtHalfBath:** Basement half bathrooms\n",
    "* **FullBath:** Full bathrooms above grade\n",
    "* **HalfBath:** Half baths above grade\n",
    "* **Bedroom:** Number of bedrooms above basement level\n",
    "* **Kitchen:** Number of kitchens\n",
    "* **KitchenQual:** Kitchen quality\n",
    "* **TotRmsAbvGrd:** Total rooms above grade (does not include bathrooms)\n",
    "* **Functional:** Home functionality rating\n",
    "* **Fireplaces:** Number of fireplaces\n",
    "* **FireplaceQu:** Fireplace quality\n",
    "* **GarageType:** Garage location\n",
    "* **GarageYrBlt:** Year garage was built\n",
    "* **GarageFinish:** Interior finish of the garage\n",
    "* **GarageCars:** Size of garage in car capacity\n",
    "* **GarageArea:** Size of garage in square feet\n",
    "* **GarageQual:** Garage quality\n",
    "* **GarageCond:** Garage condition\n",
    "* **PavedDrive:** Paved driveway\n",
    "* **WoodDeckSF:** Wood deck area in square feet\n",
    "* **OpenPorchSF:** Open porch area in square feet\n",
    "* **EnclosedPorch:** Enclosed porch area in square feet\n",
    "* **3SsnPorch:** Three season porch area in square feet\n",
    "* **ScreenPorch:** Screen porch area in square feet\n",
    "* **PoolArea:** Pool area in square feet\n",
    "* **PoolQC:** Pool quality\n",
    "* **Fence:** Fence quality\n",
    "* **MiscFeature:** Miscellaneous feature not covered in other categories\n",
    "* **MiscVal:** Value of miscellaneous feature\n",
    "* **MoSold:** Month Sold\n",
    "* **YrSold:** Year Sold\n",
    "* **SaleType:** Type of sale\n",
    "* **SaleCondition:** Condition of sale"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check the data types:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1460 entries, 1 to 1460\n",
      "Data columns (total 80 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   MSSubClass     1460 non-null   int64  \n",
      " 1   MSZoning       1460 non-null   object \n",
      " 2   LotFrontage    1201 non-null   float64\n",
      " 3   LotArea        1460 non-null   int64  \n",
      " 4   Street         1460 non-null   object \n",
      " 5   Alley          91 non-null     object \n",
      " 6   LotShape       1460 non-null   object \n",
      " 7   LandContour    1460 non-null   object \n",
      " 8   Utilities      1460 non-null   object \n",
      " 9   LotConfig      1460 non-null   object \n",
      " 10  LandSlope      1460 non-null   object \n",
      " 11  Neighborhood   1460 non-null   object \n",
      " 12  Condition1     1460 non-null   object \n",
      " 13  Condition2     1460 non-null   object \n",
      " 14  BldgType       1460 non-null   object \n",
      " 15  HouseStyle     1460 non-null   object \n",
      " 16  OverallQual    1460 non-null   int64  \n",
      " 17  OverallCond    1460 non-null   int64  \n",
      " 18  YearBuilt      1460 non-null   int64  \n",
      " 19  YearRemodAdd   1460 non-null   int64  \n",
      " 20  RoofStyle      1460 non-null   object \n",
      " 21  RoofMatl       1460 non-null   object \n",
      " 22  Exterior1st    1460 non-null   object \n",
      " 23  Exterior2nd    1460 non-null   object \n",
      " 24  MasVnrType     1452 non-null   object \n",
      " 25  MasVnrArea     1452 non-null   float64\n",
      " 26  ExterQual      1460 non-null   object \n",
      " 27  ExterCond      1460 non-null   object \n",
      " 28  Foundation     1460 non-null   object \n",
      " 29  BsmtQual       1423 non-null   object \n",
      " 30  BsmtCond       1423 non-null   object \n",
      " 31  BsmtExposure   1422 non-null   object \n",
      " 32  BsmtFinType1   1423 non-null   object \n",
      " 33  BsmtFinSF1     1460 non-null   int64  \n",
      " 34  BsmtFinType2   1422 non-null   object \n",
      " 35  BsmtFinSF2     1460 non-null   int64  \n",
      " 36  BsmtUnfSF      1460 non-null   int64  \n",
      " 37  TotalBsmtSF    1460 non-null   int64  \n",
      " 38  Heating        1460 non-null   object \n",
      " 39  HeatingQC      1460 non-null   object \n",
      " 40  CentralAir     1460 non-null   object \n",
      " 41  Electrical     1459 non-null   object \n",
      " 42  1stFlrSF       1460 non-null   int64  \n",
      " 43  2ndFlrSF       1460 non-null   int64  \n",
      " 44  LowQualFinSF   1460 non-null   int64  \n",
      " 45  GrLivArea      1460 non-null   int64  \n",
      " 46  BsmtFullBath   1460 non-null   int64  \n",
      " 47  BsmtHalfBath   1460 non-null   int64  \n",
      " 48  FullBath       1460 non-null   int64  \n",
      " 49  HalfBath       1460 non-null   int64  \n",
      " 50  BedroomAbvGr   1460 non-null   int64  \n",
      " 51  KitchenAbvGr   1460 non-null   int64  \n",
      " 52  KitchenQual    1460 non-null   object \n",
      " 53  TotRmsAbvGrd   1460 non-null   int64  \n",
      " 54  Functional     1460 non-null   object \n",
      " 55  Fireplaces     1460 non-null   int64  \n",
      " 56  FireplaceQu    770 non-null    object \n",
      " 57  GarageType     1379 non-null   object \n",
      " 58  GarageYrBlt    1379 non-null   float64\n",
      " 59  GarageFinish   1379 non-null   object \n",
      " 60  GarageCars     1460 non-null   int64  \n",
      " 61  GarageArea     1460 non-null   int64  \n",
      " 62  GarageQual     1379 non-null   object \n",
      " 63  GarageCond     1379 non-null   object \n",
      " 64  PavedDrive     1460 non-null   object \n",
      " 65  WoodDeckSF     1460 non-null   int64  \n",
      " 66  OpenPorchSF    1460 non-null   int64  \n",
      " 67  EnclosedPorch  1460 non-null   int64  \n",
      " 68  3SsnPorch      1460 non-null   int64  \n",
      " 69  ScreenPorch    1460 non-null   int64  \n",
      " 70  PoolArea       1460 non-null   int64  \n",
      " 71  PoolQC         7 non-null      object \n",
      " 72  Fence          281 non-null    object \n",
      " 73  MiscFeature    54 non-null     object \n",
      " 74  MiscVal        1460 non-null   int64  \n",
      " 75  MoSold         1460 non-null   int64  \n",
      " 76  YrSold         1460 non-null   int64  \n",
      " 77  SaleType       1460 non-null   object \n",
      " 78  SaleCondition  1460 non-null   object \n",
      " 79  SalePrice      1460 non-null   int64  \n",
      "dtypes: float64(3), int64(34), object(43)\n",
      "memory usage: 923.9+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, there are a lot of categorical features. At the same time, the quality of the data raises questions - too many missing values. Let's see how many specifically:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LotFrontage     0.18\n",
       "Alley           0.94\n",
       "MasVnrType      0.01\n",
       "MasVnrArea      0.01\n",
       "BsmtQual        0.03\n",
       "BsmtCond        0.03\n",
       "BsmtExposure    0.03\n",
       "BsmtFinType1    0.03\n",
       "BsmtFinType2    0.03\n",
       "Electrical      0.00\n",
       "FireplaceQu     0.47\n",
       "GarageType      0.06\n",
       "GarageYrBlt     0.06\n",
       "GarageFinish    0.06\n",
       "GarageQual      0.06\n",
       "GarageCond      0.06\n",
       "PoolQC          1.00\n",
       "Fence           0.81\n",
       "MiscFeature     0.96\n",
       "dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.round(data.isna().sum()[data.isna().sum()>0] / data.shape[0], 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What we could do with **missing values**?\n",
    "\n",
    "- **1. drop**\n",
    "    - drop the whole column\n",
    "    - drop the row \n",
    "\n",
    "\n",
    "- **2. fill in the gaps**:\n",
    "    - statistical: mean/mode/median/max/min/quantiles etc.\n",
    "    - ML: use a column with missing values as a target variable, learn and predict missing values\n",
    "    - constant, hot/cold deck imputation, interpolation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is impossible to work with features with too many gaps, so let's drop them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Alley', 'FireplaceQu', 'PoolQC', 'Fence', 'MiscFeature']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_with_na = data.isna().sum()[data.isna().sum() > 0] / data.shape[0]\n",
    "list_to_drop = features_with_na[features_with_na > 0.3].index.tolist()\n",
    "list_to_drop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(list_to_drop, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For all other features, first, let's try to drop the rows with missing values and see how much data remains:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7493150684931507"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dropna().shape[0] / data.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we did so, then about 75% of the data would remain. Not bad, this is an acceptable option. \n",
    "\n",
    "Can we do better?\n",
    "    \n",
    "Let's see how much data will remain if we try to fill in the gaps in the LotFrontage feature:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9164383561643835"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_ = data.copy()\n",
    "data_.LotFrontage.fillna(9999999, inplace = True)\n",
    "data_.dropna().shape[0] / data.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Whoa! There will be 92% of the data left!\n",
    "\n",
    "Let's see how we can fill in the gaps:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is the description of the feature:\n",
    "    \n",
    "* LotFrontage: Linear feet of street connected to property"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the correlation of the LotFrontage feature with the SalePrice target variable:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.35179909657067804"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.LotFrontage.corr(data.SalePrice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How the correlation will change as the gaps are filled with different methods?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_to_check = [0, data.LotFrontage.min(), data.LotFrontage.max(), data.LotFrontage.mean(), data.LotFrontage.median(),\\\n",
    "                    data.LotFrontage.quantile(0.1), data.LotFrontage.quantile(0.25), data.LotFrontage.quantile(0.75),\\\n",
    "                    data.LotFrontage.quantile(0.9)]\n",
    "\n",
    "list_of_names = ['0', 'min', 'max', 'mean', 'median', 'quantile 0.1', 'quantile 0.25', 'quantile 0.75', 'quantile 0.9']\n",
    "list_of_methods = ['bfill', 'ffill']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "method: 0, correlation value: 0.2096\n",
      "method: min, correlation value: 0.2524\n",
      "method: max, correlation value: 0.0813\n",
      "method: mean, correlation value: 0.3349\n",
      "method: median, correlation value: 0.3348\n",
      "method: quantile 0.1, correlation value: 0.3035\n",
      "method: quantile 0.25, correlation value: 0.3281\n",
      "method: quantile 0.75, correlation value: 0.3307\n",
      "method: quantile 0.9, correlation value: 0.3071\n",
      "method: bfill, correlation value: 0.3028\n",
      "method: ffill, correlation value: 0.2985\n"
     ]
    }
   ],
   "source": [
    "for el in list_to_check:\n",
    "    print('method: {}, correlation value: {:.4f}'.format(list_of_names[list_to_check.index(el)], \\\n",
    "                                                     data.LotFrontage.fillna(el).corr(data.SalePrice)))\n",
    "for el in list_of_methods:\n",
    "    print('method: {}, correlation value: {:.4f}'.format(el, \\\n",
    "                                                     data.LotFrontage.fillna(method=el).corr(data.SalePrice)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Average, median and quantiles better preserve correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But maybe we can do even better? Let's take a look at the graphs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(data=data, x='LotFrontage', y='SalePrice', aspect=3, height=5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksimkarpov/opt/anaconda3/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "sns.boxplot(data.LotFrontage)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Idea: let's break the target variable into bins by quantiles, for example, 10 percent quantiles, and look at the distributions of the LotFrontage feature broken down by these groups?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0     34900.0\n",
       "0.1    106475.0\n",
       "0.2    124000.0\n",
       "0.3    135500.0\n",
       "0.4    147000.0\n",
       "0.5    163000.0\n",
       "0.6    179280.0\n",
       "0.7    198620.0\n",
       "0.8    230000.0\n",
       "0.9    278000.0\n",
       "1.0    755000.0\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price_bins = data.SalePrice.quantile([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1])\n",
    "price_bins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['PriceGroups'] = pd.cut(data['SalePrice'], price_bins, \\\n",
    "                             labels=['0-0.1', '0.1-0.2', '0.2-0.3','0.3-0.4','0.4-0.5',\\\n",
    "                                     '0.5-0.6', '0.6-0.7', '0.7-0.8',\\\n",
    "                                     '0.8-0.9', '0.9-1'], right=True, include_lowest=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='PriceGroups', ylabel='LotFrontage'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 8))\n",
    "sns.boxplot(data=data, y='LotFrontage', x='PriceGroups', hue='PriceGroups')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what the correlation will be if we fill in the gaps with averages for these groups:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PriceGroups\n",
       "0-0.1      56.362963\n",
       "0.1-0.2    61.038760\n",
       "0.2-0.3    64.480916\n",
       "0.3-0.4    68.686441\n",
       "0.4-0.5    68.909091\n",
       "0.5-0.6    71.935185\n",
       "0.6-0.7    68.783784\n",
       "0.7-0.8    73.830357\n",
       "0.8-0.9    81.565217\n",
       "0.9-1      86.833333\n",
       "Name: LotFrontage, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('PriceGroups').LotFrontage.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.36942232876896147"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['PriceGroups']).LotFrontage.transform(lambda x: x.fillna(x.mean())).round(0).corr(data.SalePrice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the correlation has increased. Let's focus on this option."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.LotFrontage = data.groupby(['PriceGroups']).LotFrontage.transform(lambda x: x.fillna(x.mean())).round(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rate of the missing values for now:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.052054794520547946"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum().shape[0] / data.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The remaining gaps can either be filled with something after conducting the appropriate analysis or simply dropped. I will drop it in this analysis, and your task is:\n",
    "    \n",
    "### Problem 1\n",
    "\n",
    "Explore how you can fill in the remaining gaps in the data and show how this affects the correlation with the target variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the distribution of LotFrontage depending on the zones:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['RL', 'RM', 'C (all)', 'FV', 'RH'], dtype=object)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.MSZoning.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XT1cxeXn5yso64+8yDIHXTfmXxRLMsegDjKvvMLa+w9j6TlUf25CQOiWuY2atGvAkQFX1gxwAgCsV16wBAAAYmN9n1rZv365Ro0YpKipKkpSTk6PQ0FCNHj1aPXr00NNPP634+AszQ8OGDVNOTo6SkpL8VTIAAEClMcTMWufOnZWUlKSkpCR9+OGHCgoKUkpKipo3b67169c722VlZWn//vI/WBQAAKCqMkRYKy43N1fHjx9X3bp1ZbVa1aBBA+3bt0+StHbtWvXo0cPPFQIAAFQeQ4S1bdu2KS4uTvfcc4/69OmjmJgY3XrrrZKke++9V2vWrJEkbdq0SXfccYc/SwUAAKhUhghrRadBly9frqCgIIWGhjrX3XHHHUpJSdGhQ4cUEhKimjVr+rFSAACAymWIsFbEarVq1qxZmjRpkk6cOCFJqlWrliIiIjRr1iz17NnTzxUCAABULkOFNUmKiopSXFycli1b5lzWq1cvffPNN85TowAAANUFbzCAJB6K60uMrW8wrr7D2PoOY+s7VX1sS3uDgeFm1gAAAHABYQ0AAMDACGsAAAAGRlgDAAAwMMIaAACAgRHWAAAADIywBgAAYGCENQAAAAMjrAEAABgYYQ0AAMDACGsAAAAGRlgDAAAwMMIaAACAgRHWAAAADIywBgAAYGCENQAAAAMjrAEAABgYYQ0AAMDACGsAAAAGRlgDAAAwMMIaAACAgRHWAAAADIywBgAAYGCENQAAAAMjrAEAABgYYQ0AAMDACGsAAAAGRlgDAAAwMMIaAACAgRHWAAAADIywBgAAYGCENQAAAAMjrAEAABgYYQ0AAMDACGsAAAAGRlgDAAAwMMIaAACAgRHWAAAADIywBgAAYGBmTxp99dVXrhuZzWrSpIkaN27sk6IAAABQyKOwNm/ePJ08eVJt2rTRzz//rKCgIOXm5io2NlZDhgzxdY0AAADVlkenQWvWrKnVq1fr5Zdf1urVq9W0aVP9+9//1oYNG3xdHwAAQLXmUViz2Wy66qqrJEk1atSQzWZTjRo1VFBQ4NPiAAAAqjuPToN2795dAwYMUNu2bfXjjz+qW7du+t///V9dc801vq4PAACgWjM5HA6HJw13796t1NRURUVFqVWrVsrMzJTVapXJZPJ1jRWSl5evrKwz/i6jyrBYghkvH2FsfYNx9R3G1ncYW9+p6mMbElKnxHUezawdOXJEn376qc6fP6/U1FRt2LBBw4cP91qBAAAAcM+ja9ZGjhyp7OxsNWzY0PkPAAAAfM+jmbVatWpp9OjRvq4FAAAAF/EorF1zzTVas2aNrrvuOuc1ahERET4tDAAAAB6GtV27dmnXrl3OzyaTSe+++67PigIAAEAhj8JaUlKSr+sAAACAG6WGtREjRuiVV17Rn/70p0vWffbZZz4rCgAAAIVKDWuvvPKKJIIZAACAv3h8zdp7772n8+fPO5fNmDHDZ0UBAACgkEdhbdy4cXr44YfVuHFjX9eDKuKtt5YoPT3V+TkryyZJslisZW4bHh6pQYPifVYbAABXEo/CWsOGDRUbG+vrWlCFpKen6qe9OyTLfxdkFf7rUO7B0jfM8l1NAABciTwKa82aNdOSJUtcnrPm7qYDVE1btmxScHANdep0e/k2tEgFXQskSQFbCl+GUfS5JAHrApyzcKg8NlumXn55psaMSZDVWt/f5QAAysGj103l5eUpLS1Na9eu1Zo1a7RmzZpS2//yyy+Kj49XXFyc+vbtq1deeUXu3hefnp6uOXPmlNjPq6++qhUrVmj79u3ONyhMnTpVJ0+e9KRseCglZaPWrfu4cnZ2TrLZCGuVLTl5hXbt2qnk5JX+LgUAUE4ehbUZM2boscce0+23366BAweWenPB6dOnNWbMGE2YMEFJSUlatWqV9u7dq5UrL/1DYubMmXrsscfKVXBcXFypAQ+AK5stU5s3fyKHw6HNmzfKZsv0d0kAgHLw+KG4H330kdq2bau33npLd999twYPHuy27aZNm3TLLbcoPDxckhQYGKiZM2cqKCjIpV1qaqocDofq1y88JTNnzhz99NNPysnJUcuWLUsMhJGRkUpNTZXNZpPVWvbF7ChbVpZNWVk2JSaO83ibtLRUKdCHRcFrkpNXqKCg8PR0QUGBkpNXKj7+ST9XBQDwlEczax999JGWL1+uiRMnasWKFVq7dm2JbY8fP66wsDCXZbVq1VKNGjVcln311Ve69tprJUnZ2dmqW7euli1bppUrV+r777/XsWPHStxHZGSkvv32W09KB6q9rVu3yG63S5Lsdru2bt3s54oAAOXh0cyaw+GQ2VzYNCgo6JJZsuKaNm2qn3/+2WXZwYMHdfToUd18883OZTabTQ0aNJAkXXXVVcrMzNSYMWMUHBysM2fOKC8vr8R9hISEKCsry5PS4QGLxaqGDRsoMfFFj7dJTBynn47v8GFV8JYuXbpq06YNstvtMpvN6tIl2t8lAQDKwaOZtQ4dOmjEiBF65513NGLECLVr167EttHR0fr000914MABSYU3J7z00kvau3evS7sGDRro9OnTkqStW7fqyJEjevnllzVmzBidO3fO7Q0JRU6dOuUMerh83brFqEePuytnZzXF6etKFhs7QAEBhb/qAQEBio19wM8VAQDKw6OZtYSEBG3ZskX79u1Tnz591LVr1xLb1q5dWy+99JImTZokh8OhnJwcRUdH68EHH3Rp16lTJ73wwguSpLZt22rRokXq37+/atSoobCwMB0/frzEfezatUtjx471pHR4oGvX7rJYgpWVdcb3O6vp2YNz4T1Wa31FR9+hDRs+VnR0DI/uAIAqptSwdv/992v8+PG66aab1LVrV2dIGzZsmBYvXlzidjfccIPefffdUnfcokULBQQE6OTJkwoJCdEHH3xwSZsOHTo4f77lllskSb/++quuueYa1alTp9T+UQmyLjxfrehht87PpWyjq31XEtyLjR2ggwcPMKsGAFVQqWHNZrMpISFBQ4YMcXmDQU5Ojld2/swzz2jZsmV65plnPN4mKSlJI0eO9Mr+UXHh4ZEun7NqePi6qasv3Ra+Z7XW17RpM/1dBgCgAkoNa40bN9bcuXM1YsQI7dy5U5MnT1ZgYKDzLQaXq2XLluUKalLhQ3Hhf7zbEwCAylHmDQYNGjTQO++8I0kaOHCgMjN5oCYAAEBlKXVmreiOTLPZrClTpuiDDz7QgAEDKqUwAAAAlDGzNmLECJfPffv21axZs9SsWTOfFgUAAIBCpYa1m2++Wbt375Yk5ebmavny5dqzZ4/eeOONSikOAACguis1rC1btkyTJ0+W3W7X3/72N33++efas2ePXnzR8yfdAwAAoOJKvWZt69atWrlypUwmkz766COtX79e9erV0wMP8KwmAACAylDqzFpAQIACAwO1a9cuhYWFqV69epJU6qugAAAA4D1lProjLS1NH374oaKjC1/+/MsvvzjfMwgAAADfKjV1jRw5Us8++6wyMjL0yCOP6Msvv9Tjjz+uhISEyqoPAACgWiv1mrUVK1YoKipKkjR9+nSdP39eHTp00HvvvaebbrqpMuoDAACo1koNaz/99JPOnz+vXr16qV27dlyrBgAAUMlKPQ3673//WwsWLND58+e1ZMkSff/992revLluv/32yqoPAACgWit1Zk2SWrVqpbFjx0qSvvrqK82ZM0dHjx7VqlWrfF4cAABAdVdmWJOk7Oxsbdy4UR999JHOnj2r3r17+7ouAAAAqIyw9vHHH2vNmjU6fPiw7rzzTk2dOlWhoaGVVRsAAEC1Z3KUctdA69atFRkZqdatWxc2Npmc6+bMmeP76i5DXl6+srLO+LuMKsNiCWa8fISx9Q3G1XcYW99hbH2nqo9tSEidEteVOrP27rvver0YAAAAeK7UsNapU6fKqgMAAABu8N4oAAAAAyOsAQAAGBhhDQAAwMAIawAAAAZGWAMAADAwwhoAAICBEdYAAAAMjLAGAABgYIQ1AAAAAyOsAQAAGBhhDQAAwMAIawAAAAZGWAMAADAwwhoAAICBEdYAAAAMjLAGAABgYIQ1AAAAAyOsAQAAGBhhDQAAwMAIawAAAAZGWAMAADAwwhoAAICBEdYAAAAMjLAGAABgYIQ1AAAAAyOsAQAAGBhhDQAAwMAIawAAAAZGWAMAADAwwhoAAICBEdYAAAAMjLAGAABgYIQ1AAAAAyOsAQAAGBhhDQAAwMAIawAAAAZGWAMAADAws78LKO7QoUPq3bu32rRp41z21Vdfafr06erXr59z2dtvvy2bzabRo0f7o0wAAIBKY6iwJklRUVFKSkpyfv766681f/58l7D2j3/8QwsXLvRHeQAAAJXK8KdBO3bsqMzMTP3222+SpB07dqhhw4YKDQ31c2UAAAC+Z7iw9uuvvyouLs75z7Fjx9SvXz+tXr1akvThhx/qgQce8HOVAAAAlcPwp0El6b777tOjjz6qQYMG6csvv9SkSZP8VB0AAEDlMtzMmjv169dXy5YttWjRIsXExMhsNlzGBAAA8Ikqk3r69++vxx9/XOvWrfN3KQAAAJXG5HA4HP4uwhfy8vKVlXXG32VctrfeWqL09FSf78dsDpDdXuDz/ZQlK8smSbJYrCW2CQ+P1KBB8ZVV0mWzWIKviGPRaBhX32FsfYex9Z2qPrYhIXVKXFdlZtaqq/T0VO3b+aMa+7uQSnLyv/8O+u2Q2/VHK68UAAAMgbBWBTSWNFgmf5dRKd5U4URvSd+3aD0AoGrLz7fLZjshuz3XK/0dO2ZSVThZaDbXkNUaosBAzyMYYc3LtmzZJEnq2rW7nyuB0XBsAMAFNtsJ1awZrFq1GstkuvwJicDAAOXn+/9yntI4HA7l5JyWzXZCDRs28Xi7KnE3aFWSkrJRKSkb/V0GDIhjAwAusNtzVatWXa8EtarCZDKpVq265Z5NZGbNy7KybLLZbEpMHOeV/tLSUhXslZ6uDNmSjqelem18K0PRzRtpaamyWku+cQIAqpvqFNSKVOQ7E9YAAIAhffvt1xoxYpimTn1R3bvf6Vz+yCMPqFWr1vrrX/tp6dLX5HA45HA41LnzbRow4GF99903evPN153tT5w4rrp162np0nfKtf8JE57Riy/O8tr3qSjCmpdZLFZZLFY9//xLXukvMXGccnb+6JW+rgS1JTWKiPTa+FaGotvJq9JsIAAYRYsW4frkk/XOsLZv3686e/asJGnu3L9p0qTn1aJFuByOfD3++GPq0KGj2rXroAULlkiSMjMz9OSTQ/TUU6PLvW8jBDWJsAYAAAwsKuoaHTx4QL///rvq1Kmj9evX6s4779axY0fVqFETffDBe7rnnt5q3bq1XnvtTQUFBTm3tdvtmjQpQQMGxKlt25skSa++Olc7dnwvSYqJ6aH+/QfohRemKCgoSEePHlFGxklNmDBF117bWr1736XVq9dr+PB4XXPNtUpN3aczZ7I1bdpMNW7cRG+//Ya2bt0si8Wqc+fOaciQYWrfvqPXx4AbDLysW7cYdesW4+8yYEAcGwBQMV26RGvr1s1yOBzatWunbrihrSRp/PjJql+/gebMmaF77rlDCxbMVW7uhYv3582brYiISN13Xx9J0ueff6ojRw5ryZK39dprb2rjxnXat+9XSVLjxk308ssL1Lfv/Vq9+sNLarjuujaaP3+ROna8RRs3rtcvv+zVtm1faOnSdzVjxmxlZJy8ZBtvIax5Wdeu3Xk0A9zi2ACAiomJ6aFNmzbo+++/1Y03tpMk5eae1549u/Xoo0O0dOm7WrXqHzp27KgzaK1Zs1r79v2i0aOfdfazf3+abrzxJplMJpnNZrVp80fnW4KuueZaSdLVVzdyCXxFWrUqXN+oUSPl5p7X/v1puu66NgoMDNRVV9VU69bX+ez7cxq0Cjiq6vMw2CP//XdJ3/eopJaVVg0AwAiaNQvV2bNn9f77KzV06HAdPvybTKYATZuWqDlzXlFkZJTq1bOoceMmCgqqoV27diopaZkWLXpDZvOFqNOiRYTWrl2t++9/SHa7XT/9tEN3391T0hdl3qV58fqIiJb64IP3VFBQILvdrr179/jiq0sirBleeHhkpezHKO8Gbfjfd4PWKuHdoC1VeWMCADCO7t1jtH79WjVv3kKHD/+moKAgPf/8DM2a9aLs9nwFBJjUuvX1uvfe3ho7doQcDocSE8c7tw8ODtbf/jZP3333jYYOfUx5eXnq1u0OXXtt6wrV07JllDp3vk1Dhz6qevUsMpvNLsHQm3iROyRV/RfgGhlj6xuMq+8wtr7D2F5w9Oh+NW7cwmv9VfYbDGy2TG3evEl9+sQqNzdXcXH9NX/+YjVuXPbbvN19d17kDgAA4EX16lm0e/fPGjJkoEwmqWfPv3gU1CqCsAYAAFBOAQEBmjDhucrZV6XsBQAAABVCWAMAADAwwhoAAICBEdYAAAAMjBsMAACA302ckqgTNluFtzfJJEexB6qHWK16YcrzpW7z7bdfKzFxvMLDI2QymZSTk6OmTZspPv5JTZ/+nJYsebvC9XgTYQ0AAPjdCZtNB5p1816Hv6V41KxDh46aOnWG8/OUKRP12WdbvVeHF3AaFAAAQFJeXp4yMk6qbt2SH1DrD8ysAQCAauubb77W8OHxysqyyWQyqXfvPurQoZNWr/6nv0tzYmYNAABUWx06dNSCBUu0cOFSBQUFqUmTpv4u6RKENQAAUO3Vq2fR5MnTNHPmdGVknPR3OS44DQoAACApIiJS/frdr5UrlystbZ8GD45zrhs+fJTatevgl7oIawAAwO9CrFaP7+B0x92jO8rSvn1HtW/f0WXZI48MrnANvkJYAwAAflfWM9HKEhgYoPz8Ai9VYyxcswYAAGBghDUAAAADI6wBAAAYGGENAADAwAhrAAAABsbdoAAAwO9mTh2r320nKry9ySQ5Ljy5Q3WsIUp4bnap23z77ddKTByv8PAImUwm5eTkqGnTZoqPf1IPPthXw4YN18MPP+psn5AwWjk5OVqwYEmF66wIwhoAAPC7320nNPHaX7zW3wt7PGvXoUNHTZ06w/l5ypSJ+uyzrWrWLFRbtqQ4w9rp06d06NBBWa31vVajpzgNCgAAICkvL08ZGSdVt24d1atnkdVqVXp6miRp06aNio6+wy91EdYAAEC19c03X2v48Hg9/HCsBg16SF26RKtDh06SpDvuuEubNm2QJH366f/p9tu7+qVGwhoAAKi2OnToqAULlmjhwqUKCgpSkyZNnetuv72rPvvs/3TkyGE1aNBANWvW9EuNhDUAAFDt1atn0eTJ0zRz5nRlZJyUJAUHB6t58xZatOgVxcT08FtthDUAAABJERGR6tfvfq1cudy5LCbmbu3Y8Z06dLjZb3VxNygAAPC7OtYQj+/gdMfdozvK0r59R7Vv39Fl2SOPDHb5/Kc/ddGf/tRFktSiRXilP7ZDIqwBAAADKOuZaGUJDAxQfn6Bl6oxFk6DAgAAGBhhDQAAwMAIawAAAAZGWAMAADAwwhoAAICBcTcoAADwu4nPP6OTWScqvL3JZJKj2LM7GlpC9ELirFK3SU3dp9dee0Xnzp3T2bNndeutt2nQoHiZTCaXdgcPHtCaNas1bNhwt/28+ebratCggZo3D9e//vWBpk6doTlzZuqxx4aofv0GFf5ORQhrAADA705mndCxTke91+GXpa/+/fffNWXKBL3wwiyFhTVXfn6+Jk8ep3/96wP95S/9XNouXDhP48Yllmv3sbH3a/HiBZow4bnyVn4JwhoAAKh2Pvvs/9S+/c0KC2suSQoMDNSkSVMVFBTk0u7AgXQVFDhksVgkSYsXL9Du3T/rzJkzCg+PKDGMNW8erv3703XqVJbq1bNcVq1cswYAAKqdkydPqGnTZi7LgoODLwlr3333rVq2jJIk5eRkq06dOpo3b5EWL35LO3f+qBMnjpe4jxYtwvXjjz9cdq3MrAEAgGqnUaMm2rt3t8uyw4d/0/Hjx3TTTe2dy06dynJed3bVVTVls9n03HMTFBwcrLNnz8put5e4jwYNGurUqVOXXSszawAAoNq57bY/afv2L/Tbb4ckSXa7Xa++Olepqftc2lmt9ZWd/bskadu2z3X8+DFNnfqi4uP/R+fPn3O5qeFiv/9+WlZr/cuulZk1AABQ7dSqVVsTJ07VzJnTVVBQoDNnzui2227XX//qenNBu3YdNH9+4XtLr7uujd5++03Fxz+qGjVqqGnTZjp5suQ7WPfu3aNhw5667FoJawAAwO8aWkLKvIOzNO4e3VGW1q2v0yuvLC61TWhomEymAGVmZqhBg4Z64413L2nTtu1Nzp/bt+8oSUpLS1VkZEvVrl3bw29QMsIaAADwu7KeiVaWwMAA5ecXeKkaV08+OUIrVy7Xk0+O8HibDz54T0OGPOGV/RPWAAAAShEeHlGuoCZJY8eO99r+DRHWtm/frlGjRikqqujW2ByFhoZq9OjRSkhI0KpVq5xtV6xYoZMnT+qppy7/HDAAAIDRGSKsSVLnzp01d+5c5+enn35aKSkpfqwIAADA/wz56I7c3FwdP35cdevW9XcpAAAAfmWYmbVt27YpLi5OGRkZCggIUP/+/XXrrbdqxowZiouLc7Y7fvy4evbs6cdKAQAAKo9hwlrRaVCbzaZBgwYpNDRUkhQVFaWkpCRnu6Jr1gAAwJXjxUnP6nQpzywri0lS8cfT1m0YognT/1bqNkeOHNYjjwxQq1bXOpf98MN3SkiYpJ4973Mue++95Tp16pTi45+scH2XwzBhrYjVatWsWbM0cOBALVy40N/lAACASnD65AkNPFHxsHaxS5+G5l54eIQWLFji/PzDD99r6dJFLmHt44/XaMaM2V6rrbwMec1aVFSU4uLitGzZMn+XAgAAqpEbb7xJWVlZOnr0iCRp166dql+/gZo0aeq3mgwxs3bLLbfolltucVn2xBPuHyQ3YMCAyigJAABUA+npaRo+PN75+bnnpqtnz95av36tHnlksNas+bfuu6+PHys0SFgDAADwh4tPg0pSjx49NXLkE3rggYf1/fffaNSosX6qrpAhT4MCAAD4i8ViUXh4uN5++w3dfntXmc3+ndsirAEAAFykV6+/auXKv6t377/6uxROgwIAAP+r2zDE4zs43XH36I6yNGnSVEuWvO12XceOnbR5838uoyLvIawBAAC/K+uZaGUJDAxQfn6Bl6oxFk6DAgAAGBhhDQAAwMAIawAAAAZGWAMAADAwwhoAAICBcTcoyvTWW0uUnp5aapusLJskyWKxltouPDxSgwbFl9oGAFD9TJvynLIysyregckkOS48vMNS36LJU6aWusm3336txMTxCg+PkMlkUk5Ojpo2bab4+Cc1ffpzLo/1+Oc/31dGRoYGDx5a8RoriLCGMqWnp2rv7r2yBF9dYpusMyckSbmnTaW0Oe712gAAV4aszCx1auq9B9B+efgfHrXr0KGjpk6d4fw8ZcpEffbZVq/V4Q2ENQNKS0tVYmKCpk2bqfDwSH+XI0myBF+t6NYPlLh+8+6VkuRRm8pkxLEEABhTXl6eMjJOqm7dOv4uxQVhzYDmz5+lM2fOaN682Zo3b5Ffa9myZdN/T3GWPGPmrf1IUteu3b3ar5HGEgBgPN9887WGD49XVpZNJpNJvXv3UYcOnfTKK3M1fPiFy3ZOnjypmJi7/FIjYc1g0tJSdfDgAUnSwYP7lZ6e6tcZoZSUjbLZbKoVWN/n+5G8G9aMNpYAAOMpOg166lSWRo/+HzVp0lSSFB4eoQULljjbFV2z5g+ENYOZP3+Wy2d/zwhlZdl07txZBdbIuey+zuXlKC0tU4mJ4y5Zl5aWKqu19JsTystoYwkAMK569SyaPHmaRowYphkzZvu7HBc8usNgimaCLnze76dKqj7GEgBQHhERkerX736tXLnc36W4YGbNYMLCmruEjLCwFn6spvBRHDabTTUDa112XzWDaunq5s30/PMvXbLO3Wzb5TLaWAIASmapb/H4Dk633Dy6oyzt23dU+/YdXZY98shgt23/8pd+Fa/tMhHWDGbkyGc0duxTzs+jRo31YzVVG2MJAFVHWc9EK0tgYIDy8wu8VI2xcBrUYCIiIhUW1lxS4UyQvy+I79YtxuvXkpW0n27dYrzap9HGEgCAimBmzYBGjnxGiYkJhpgJ6tq1u1JSNmrv0b2lPiet6IG3ZbW5WpYS9+MLRhpLAAAqgrBmQBERkUpKSvZ3GU6ezEjVyCq8TsBisZTY5mpZKn12y2hjCQC4wOFwyGTy7XM8jcZR7Lo6TxHWUCbe5QkA8DazuYZyck6rVq261SawORwO5eScltlco1zbEdYAAECls1pDZLOdUHZ2llf6M5lMFZq1qmxmcw1ZrSHl28ZHtQAAAJQoMNCshg2beK0/iyVYWVlnvNafkXA3KAAAgIER1gAAAAyMsAYAAGBgJkdVuBoPAACgmmJmDQAAwMAIawAAAAZGWAMAADAwwhoAAICBEdYAAAAMjLAGAABgYLxuqpr6y1/+ojp16kiSQkNDNWzYMI0bN04mk0nXXHONnnvuOQUEkOU99cMPP2j27NlKSkrS/v373Y7lqlWrtHLlSpnNZj3xxBOKjo72d9lVQvGx3blzp4YNG6bw8HBJ0oABA3TPPfcwtuWUl5enCRMm6LffflNubq6eeOIJRUVFcdx6gbuxbdy4McetF+Tn52vSpElKS0tTYGCgZsyYIYfDUT2OWweqnXPnzjnuu+8+l2VDhw51bNu2zeFwOByTJ092bNiwwQ+VVU1Llixx9OzZ0xEbG+twONyP5fHjxx09e/Z0nD9/3nH69GnnzyjdxWO7atUqx5tvvunShrEtv/fff98xffp0h8PhcGRmZjr+/Oc/c9x6ibux5bj1jo0bNzrGjRvncDgcjm3btjmGDRtWbY5bpk6qod27d+vs2bMaNGiQBg4cqO+//147d+5Up06dJEldunTRF1984ecqq47mzZvr1VdfdX52N5Y7duxQu3btVKNGDdWpU0fNmzfX7t27/VVylXHx2P7000/asmWLHnroIU2YMEHZ2dmMbQX06NFDI0eOdH4ODAzkuPUSd2PLcesdd9xxh6ZNmyZJOnz4sBo2bFhtjlvCWjVUs2ZNDR48WG+++aamTp2qsWPHyuFwyGQySZJq1aql33//3c9VVh133XWXzOYLVxS4G8vs7Gznaeei5dnZ2ZVea1Vz8di2bdtWzz77rJYvX66wsDAtXLiQsa2AWrVqqXbt2srOztaIESM0atQojlsvcTe2HLfeYzablZCQoGnTpumuu+6qNsctYa0aioiIUO/evWUymRQRESGLxaKMjAzn+pycHNWtW9ePFVZtxa/1KxrL2rVrKycnx2V58f+ZwDMxMTG64YYbnD///PPPjG0FHTlyRAMHDtR9992nXr16cdx60cVjy3HrXTNnztT69es1efJknT9/3rn8Sj5uCWvV0Pvvv6+XXnpJknTs2DFlZ2frtttu0/bt2yVJW7duVceOHf1ZYpV2/fXXXzKWbdu21TfffKPz58/r999/1759+9SqVSs/V1r1DB48WDt27JAk/ec//1GbNm0Y2wo4efKkBg0apGeeeUb9+vWTxHHrLe7GluPWO/75z3/q9ddflyT94Q9/kMlk0g033FAtjlte5F4N5ebmavz48Tp8+LBMJpPGjh0rq9WqyZMnKy8vT5GRkZo+fboCAwP9XWqVcejQIY0ZM0arVq1SWlqa27FctWqV3nvvPTkcDg0dOlR33XWXv8uuEoqP7c6dOzVt2jQFBQWpYcOGmjZtmmrXrs3YltP06dP18ccfKzIy0rls4sSJmj59OsftZXI3tqNGjdKsWbM4bi/TmTNnNH78eJ08eVJ2u12PP/64WrZsWS3+f0tYAwAAMDBOgwIAABgYYQ0AAMDACGsAAAAGRlgDAAAwMMIaAACAgRHWAFwRtm/frtGjR3vU9u9//7ukwseCtG/fXnFxcc5/FixYcFl1HD58WCkpKZfVBwAUZy67CQBcWV577TU9/PDDkqSoqCglJSV5re9t27YpNTVV3bp181qfAKo3whqAK9bnn3+uefPm6aqrrpLFYtGLL76o5cuX69SpU5oyZYqGDBnidrvt27dr9uzZCgoKUv/+/RUSEnJJP7t27dLSpUsVFBSkQ4cO6Z577lF8fLyWLFmic+fOqV27dqpTp45zpu7cuXOaOXOmIiIitHDhQn3yySeqX7++zp49q5EjR+r666/XxIkTZbPZJEmTJk3StddeW2ljBcC4CGsArkgOh0OTJ0/WihUr1KhRI73zzjt67bXXlJCQoL///e+aMmWKDh06pF9//VVxcXHO7WbPni1JOn/+vJKTk+VwONS9e/dL+unatasOHz6s1atXKzc3V7fffrueeOIJxcfHKzU1Vd27d9fy5cs1a9YsNWrUSIsXL9a6desUHR2tTz/9VO+//77y8vLUq1cvSdLixYvVuXNnPfjgg0pPT9f48eO1YsUKv4wdAGMhrAG4ItlsNtWuXVuNGjWSJN188816+eWXL2nn7jRoenq6IiIiSu2na9euatWqlcxms8xms2rWrHlJ340aNdILL7yg4OBgHTt2TO3bt9e+ffv0xz/+UYGBgQoMDHS+4Hvv3r3atm2bPv74Y0nS6dOnvTcYAKo0whqAK5LValV2draOHz+uq6++Wl9++aXCw8MlFc66lSUgIKDMfkwmk9vtCgoKJBWeyvzkk09Uu3ZtJSQkyOFwOMNhQUGB7Ha7fv75Z0lSZGSkevfurV69eikjI0PJycleGAUAVwLCGoArxueff64+ffo4Pw8dOlRPPfWUTCaT6tWrpxkzZkiSWrZsqbFjx2rUqFFl9mkymTR9+vRL+vnll1/ctm/VqpVee+01tWnTRvfdd5/69++vunXrqmHDhjp+/LiuvfZa/fnPf1b//v1ltVoVFBQks9msYcOGaeLEiVq1apWys7M1fPhwr4wJgKqPF7kDQCXKyMjQunXr9NBDDyk3N1f33nuv3nnnHTVt2tTfpQEwKGbWAKASWa1W/fTTT+rbt69MJpNiY2MJagBKxcwaAACAgfEGAwAAAAMjrAEAABgYYQ0AAMDACGsAAAAGRlgDAAAwMMIaAACAgf1/x9qsHzpDkvYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.boxplot(data=data, x='LotFrontage', y='MSZoning', hue='MSZoning')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Problem 2\n",
    "\n",
    "Fill in the nans in the LotFrontage column with some values by MSZoning zones. See how this affects the correlation with the target variable Sale Price"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now look at the distribution of house prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksimkarpov/opt/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(10,7))\n",
    "sns.distplot(data['SalePrice'], label='Sale Price Density Distribution')\n",
    "plt.axvline(data.SalePrice.quantile(0.95), label='95% quantile', c='mediumslateblue')\n",
    "plt.axvline(data.SalePrice.quantile(0.99), label='99% quantile', c='orchid')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At the chart above we can see a long thin tail on the right side of the plot - it is \"outliers\", the points that lie behind 95 and 99 quantiles. \n",
    "\n",
    "It makes sense to drop these outliers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1324, 76)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.loc[data.SalePrice < data.SalePrice.quantile(0.99)]\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's take a look at the distribution of house prices by zones:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.boxplot(data=data, x='SalePrice', y='MSZoning', hue='MSZoning')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How do all the features correlate with the price and with each other?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(18,15))\n",
    "sns.heatmap(data.corr(), cmap=sns.color_palette(\"coolwarm\", 10000), vmin=-1, center=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is exactly the case when there are too many features and, consiquently, the plot become unreadable. In this case, you can draw plots distributed by groups or look at the first k features by correlation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['SalePrice',\n",
       " 'OverallQual',\n",
       " 'GrLivArea',\n",
       " 'GarageCars',\n",
       " 'GarageArea',\n",
       " '1stFlrSF',\n",
       " 'TotalBsmtSF',\n",
       " 'FullBath']"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k = 8 \n",
    "corrmat = data.corr()\n",
    "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index.tolist()\n",
    "cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = np.corrcoef(data[cols].values.T)\n",
    "plt.figure(figsize=(10, 7))\n",
    "sns.set(font_scale=1.25)\n",
    "sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 12},\\\n",
    "                yticklabels=cols, xticklabels=cols, vmin=-1, center=0,\\\n",
    "                    cmap=sns.color_palette('coolwarm',1000))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now take a look at the graphs of pairwise dependences for the top 8 features by correlation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols.append('PriceGroups')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1534.38x1440 with 72 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=data[cols], hue='PriceGroups')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the plots above is not particularly readable for two reasons: firstly, too many features are drawn at once, and secondly, the division by groups is too detailed.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Problem 3\n",
    "\n",
    "Add color markup to the plot above, depending on the division of the target variable into 4 or 5 quantiles. At the same time, draw only the top 5 features by correlation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's take a look at the descriptive statistics of the top 5 features by correlation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1324.000000</td>\n",
       "      <td>1324.000000</td>\n",
       "      <td>1324.000000</td>\n",
       "      <td>1324.000000</td>\n",
       "      <td>1324.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>182848.599698</td>\n",
       "      <td>6.185801</td>\n",
       "      <td>1521.533988</td>\n",
       "      <td>1.859517</td>\n",
       "      <td>497.801360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>68780.196730</td>\n",
       "      <td>1.287856</td>\n",
       "      <td>494.025175</td>\n",
       "      <td>0.626856</td>\n",
       "      <td>183.943739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>35311.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>438.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>160.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>135000.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1154.750000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>371.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>167900.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1477.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>484.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>216877.750000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1779.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>576.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>440000.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>5642.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1418.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           SalePrice  OverallQual    GrLivArea   GarageCars   GarageArea\n",
       "count    1324.000000  1324.000000  1324.000000  1324.000000  1324.000000\n",
       "mean   182848.599698     6.185801  1521.533988     1.859517   497.801360\n",
       "std     68780.196730     1.287856   494.025175     0.626856   183.943739\n",
       "min     35311.000000     2.000000   438.000000     1.000000   160.000000\n",
       "25%    135000.000000     5.000000  1154.750000     1.000000   371.500000\n",
       "50%    167900.000000     6.000000  1477.500000     2.000000   484.000000\n",
       "75%    216877.750000     7.000000  1779.000000     2.000000   576.000000\n",
       "max    440000.000000    10.000000  5642.000000     4.000000  1418.000000"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['SalePrice', 'OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea']].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at descriptive statistics by categorical features:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>Street</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>...</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>Functional</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>...</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>TA</td>\n",
       "      <td>Typ</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>Unf</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1053</td>\n",
       "      <td>1319</td>\n",
       "      <td>825</td>\n",
       "      <td>1193</td>\n",
       "      <td>1323</td>\n",
       "      <td>949</td>\n",
       "      <td>1252</td>\n",
       "      <td>209</td>\n",
       "      <td>1149</td>\n",
       "      <td>1310</td>\n",
       "      <td>...</td>\n",
       "      <td>1228</td>\n",
       "      <td>650</td>\n",
       "      <td>1241</td>\n",
       "      <td>844</td>\n",
       "      <td>579</td>\n",
       "      <td>1257</td>\n",
       "      <td>1273</td>\n",
       "      <td>1243</td>\n",
       "      <td>1151</td>\n",
       "      <td>1097</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       MSZoning Street LotShape LandContour Utilities LotConfig LandSlope  \\\n",
       "count      1324   1324     1324        1324      1324      1324      1324   \n",
       "unique        5      2        4           4         2         5         3   \n",
       "top          RL   Pave      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "freq       1053   1319      825        1193      1323       949      1252   \n",
       "\n",
       "       Neighborhood Condition1 Condition2  ... Electrical KitchenQual  \\\n",
       "count          1324       1324       1324  ...       1324        1324   \n",
       "unique           25          9          8  ...          5           4   \n",
       "top           NAmes       Norm       Norm  ...      SBrkr          TA   \n",
       "freq            209       1149       1310  ...       1228         650   \n",
       "\n",
       "       Functional GarageType GarageFinish GarageQual GarageCond PavedDrive  \\\n",
       "count        1324       1324         1324       1324       1324       1324   \n",
       "unique          7          6            3          5          5          3   \n",
       "top           Typ     Attchd          Unf         TA         TA          Y   \n",
       "freq         1241        844          579       1257       1273       1243   \n",
       "\n",
       "       SaleType SaleCondition  \n",
       "count      1324          1324  \n",
       "unique        9             6  \n",
       "top          WD        Normal  \n",
       "freq       1151          1097  \n",
       "\n",
       "[4 rows x 38 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.select_dtypes(include='object').describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SalePrice distribution by Overall quality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(data=data, x='OverallQual', y=\"SalePrice\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SalePrice distribution by YearBuilt:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 8))\n",
    "sns.boxplot(data=data, x='YearBuilt', y=\"SalePrice\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Problem 4\n",
    "\n",
    "The plot above is, again, an example of an overloaded plot. How to make it better? We could divide the years into groups by periods (3-year, 5-year, 10-year, etc.). Do it and make a plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Problem 5\n",
    "\n",
    "Build boxplots or violinplots and / or pirplots, divided by different categorical features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have already noted that the distribution of the target variable is similar to normal distribution. But is this exactly the case? \n",
    "\n",
    "Let's try to fit the normal distribution to our data and plot the theoretical distribution along with our real distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksimkarpov/opt/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vKzc3e722NyUeHg7GLsEscdz0xzHTH8esYjhu+jPkmHm42CI1I6/c7WxEQrw9oLVZff+qola1Uokne/fjYdRPcG7nh5Zz55S/k4FUSyhcv349xGIxxowZ88K6oiGuUH5+Pjw9PUsMaTKZDBqNBvb29rCzs3th37y8PNjb22uPLZMV/xdKfn6+dt/Czws/zssr+KEt3F9XUmk21KVN0mjCPDwckJqaZewyzA7HTX8cM/1xzCqG46a/qhiz0qaqsxEJSt3HRiSAyFqI7Dyl9sXUrRs4m833ryrGLe9+HJK3bIL88SPUaucPp6HDDfr1W1kJyryQVS2hcM+ePUhJSUFAQACA/w95N27cQM+ePbW3ewvFxcWhc+fOcHJygqenJ+Lj47W3gePi4iASieDj4wOpVIrExESoVCoIhUIAwP3797W3hH19fREfH689rkqlQkJCAnx9fbW3nePj49GmTRvtvrVr19Y7FBIREVmqsqaqe767GCjoMB7Ru5lFN5SocnOQtmM7nv5yGtbOLvCeNBn2/i8bu6zqCYWHDx8u9vncuXOhUqmwZMkSxMXFYdOmTTh+/Di6d++O7du34++//0afPn0AAGFhYVi3bh38/PwgkUiwcuVK9O/fHxKJBIGBgXB0dMTq1asxadIkXLt2DXv27MHq1au1+06dOhUhISFo27YtvvnmGzg6OiIgIAAikQh9+/bFqlWrsGLFCuTn52Pt2rUYMmRIdQwJERGR2SrtyqAuLLnDWKPRIPviBaRER0KVlQXnXn3gPngIrCS25e9cDYz+8uqmTZti9erVWL58OWbOnIlGjRph/fr1cHZ2BgBMmjQJcrkcQ4cOhUwmQ7du3fDpp58CAEQiEb7//nvMnz8fQUFBcHJywsyZMxEUFAQAeOWVVzBnzhx8/PHHSElJQevWrbF+/XptY8r8+fPx+eefIyQkBCqVCqGhofjggw+MMg5ERETmoKwrg7qw1A5jeWoKUn7cgtwb12HT0Ad1/z0dkoY+xi6rGIGm8KV9VGF8ptCycNz0xzHTH8esYjhu+tN3zGau/a1Swc7N0QbLJr5S4f1Nha7jplEqkXH0MKT79gBWQrgPeR3OPXtBYFX9Mw2bxDOFREREVDNUJhCKra0Q1r1JFVZj2vLu3UNyxCbInzyGvf/L8BgxCiJXV2OXVSqGQiIiItKZva01svOUOm1bUoexJTxPqMrJQdqObQWNJK6u8P7g37Bv52/sssrFUEhERERlirmRhK3H7pQ7VZ3Y2sqi5y7WaDTIunAeqdFbocrOgkufvnAbNARWz70z2VQxFBIREVGJdA2DACzqSmBJ5CkpSIn8p5HEpxHqTpsBSYOGxi5LLwyFRERE9AJ9u4xrQvNIRWiUSqQfOYT0/XshEArhMXI0nIN7GqWRpLIYComIiOgFUcfv6hwILXXO4rx7d/9pJHkC+5cD4DF8FEQuLsYuq8IYComIiKiYiCO3dW4msbSOYgBQZWcj7qcfkXzsOKxd3eA9eSrs/doZu6xKYygkIiIiAPo9QwhY3pR1Go0GWedjkPpTFFQ5OXDp2w9uA4fAyqZmXCllKCQiIrJwBc8P3oJcqdtEDJYWBgFAnpxcMCPJrRuQNGqMNgs+RZ6Du7HLqlIMhURERBbs9OWH2Lj/JlQ65MFaEiHWTO1u+KJMiFqhQEZhI4lIBM9R4XDq3gP2Xk7Iq2Gz5zAUEhERWaiYG0n4fv9N6Drh7cg+zQ1bkInJvXsHKRGbIf/7CewDOsBz+EhYO5tvI0l5GAqJiIgsjL63iwGgh7+3xdwuVmVnI3X7T3h29ldYu7nBe8o02L/kZ+yyDI6hkIiIyILE3EjS+XYxYFnPD2o0GmSd+x2pP0VDlZsDl34hcAsdVGMaScrDUEhERGQhYm4k4ft9N6Hr9cEe/t4I79vCoDWZCnlSEpJ/3Iy827cgadwY9cJnwaZ+fWOXVa0YComIiCxA4RVCXQKhAMC7oa0s4uqgWqFAxuGDSD+wr6CRZPQYOHULNssZSSqLoZCIiMgCRB2/q9MtY2uhAP8KaWkRgTD3zm0kR2yCIikJDh0C4fHmSFg7Oxu7LKNhKCQiIqrhYm4k6TRDiY1IiDH9mtf4QKjKykLqtp/w7PezELl7oO7U6ajV5iVjl2V0DIVEREQ13M4z98tcbym3izUaDZ79/htSt0VDnZcHl/6vwW3AQItpJCkPQyEREVENJ30mK3Wdpdwulif9jeSIzci7cxuSJk3hFf4WbOpZViNJeRgKiYiIajh7W+sSbx8LAPz7TX+0buBc7TVVF7VCjvSDB5Bx6AAEYjE8w9+CU9fuFtlIUh6GQiIiohos4sjtEgNh4RXC4JfrI7WGTddWKPf2LSRHbIYiOQkOgZ3g8eZwWDs5G7ssk8VQSEREVENFHLmNU7FPSlxnI7KqsbeMCxpJovHs998g8vBA3WkfolbrNsYuy+QxFBIREdVAMTeSSg2EAJCTr6rGaqqHRqPBs9/OFjSS5OfDNWQAXAcMhJVYbOzSzAJDIRERUQ1UXsexm2PN6riVPXmClB83I+/uHUia+sIr/G3Y1K1r7LLMCkMhERFRDVRWxzEAhHVvUk2VGJZaIUf6gf1IP3QAVjY28BzzNpy6dGMjSQUwFBIREdVApXUcAwVzGteE5wlzb91E8o+boUhOhkPHIHi8MRzWTk7GLstsMRQSERHVMDE3kpCXX3ogDO/boporqlrKrGdI/TkaWTG/Q+ThyUaSKsJQSEREVMPsPHO/xHmOa0mEZh0INWo1nv32K1K3/Qy1LB+uA0LhGhLKRpIqwlBIRERUg8TcSCr1eUJz7jiWPXmMlIjNyLt3F7a+zeAZ/hZsvNlIUpUYComIiGqIst5LCJhnx7FaLkf6gX1IP3wQVjYSeL09Fo6du7CRxAAYComIiGqA8t5LCJhfx3HOjetI+XELFKkpcAjqDI9hw2Ht6GjssmoshkIiIqIaIOr43XK3MZeOY+WzZ0j9KQpZ52Mg8vRCvRmzYNeylbHLqvEYComIiMxczI2kUl8/U8gcbh1r1Go8PfsL0rb/DLVMBtfQQXANeQ1WIjaSVAeGQiIiIjNX3lVCa6HA5G8dyx4/RnLEJuTH3YNts+bwHP0WbLy9jV2WRWEoJCIiMmMRR26Xe5XwXyEtTfbWsVouR/r+vUg/cghWEgm8/vVOQSOJQGDs0iwOQyEREZEZirmRhI37b5b4PsKi3BxtTDYQ5ly/hpTILVCkpsKx8ytwH/YmrB3YSGIsDIVERERmJuZGEr7fdxPl5EGTvW2sfJqJ1J+ikXXhHERetVHvw9mwa9HS2GVZPIZCIiIiM7Pl8J1yA6EApnfbWKNW4+mvZ5C2/WdoFAq4DRwMl/4hbCQxEQyFREREZmRZ1BXIFOXPTPJuaCuTCoSyRw+RHLEZ+ffjYNu8BbzC34K4dh1jl0VFMBQSERGZgfJmKymqh7+3yQRCtUwG6f69yDh6GFa2tqg9dhwcgjqzkcQEMRQSERGZuGVRV3ArMVOnbVs2dEZ43xaGLUhHOdevIuXHCCjSUuH4Sld4DH0DQgcHY5dFpWAoJCIiMmExN5J0DoQ9/L1NIhAqMzOR+tNWZF28AFFtNpKYC4ZCIiIiE7bzzH2dtjOFQKhRq/H0zGmk7dxW0EgyaAhc+oXASiQyal2kG4ZCIiIiEyZ9Jit3G1O4ZSx7+LBgRpL4+7Bt0RJeo9+CuLZpPNdIumEoJCIiMlExN5LK3cbYVwjVMhmk+/Yg4+hhCO1qofY74+DQiY0k5oihkIiIyERtOXyn1HXWQoHR30OYffVPpERugVIqhWOXbgWNJPb2RquHKoehkIiIyITo+uqZDTN7VEM1JVNmZiAleiuyL12EuI436s36CHbNmhutHqoaDIVEREQmQp9XzxiDRq3G09MnkbZrR0EjyeAwuPYLgcCacaIm4HeRiIjIBOjz6plaEqFhiylB/l+JSInYjPwH8bBr2Rqeo8dA7OVV7XWQ4TAUEhERmQBdXz0DACP7VN+tWrVMBuneXcg4dhTCWrVQ+9334NAxiI0kNRBDIRERkRHpM30dAIitBdXWXJL95x9IiYyAMl0Kp27d4R42jI0kNRhDIRERkRHE3EjC9/tuQqPHPgIB8FZ/w88MosjIQGp0JLIvX4LY2xv1Z38MW99mBj8vGRdDIRERUTXT9+ogANjbWmNE72YGvUqoUauReeoEpLt2QKNSwT1sKFxe7cdGEgvB7zIREVE1qEgQBICNc3oaoJoX5f+ViOQtmyBLeAC71m3gOWoMxJ6e1XJuMg0MhURERAZW0UBoVQ29HKq8PKT+FIWM40chtHdA7XET4BDYkY0kFoihkIiIyMAqEggBoHs77yqupLjsP2KREB0JeVoanLoFw/31YRDWqmXQc5LpYigkIiIyoHnfxVRoP0POaaxIT0dqVCSyYy/DrmEDeL0zF7a+vgY5F5kPhkIiIiIDmfddDJ5I83TevmVDZ8wc0d5g9WjUamSePIG0XTsAjRrurw+D78ihkGboXiPVXAyFREREBhBx5LZegdCQVwYBID8hAckRmyBLTChoJBk9BmIPT1ixs5j+wZ8EIiIiA9D1OUIbkRBj+jU32Ktm1Pl5SNu9C5knjkHo4IA6770P+w6BbCShFzAUEhERVbGII7fL3cbQVwYBIDv2MlK2RkKZmfFPI8lQCO3YSEIlYygkIiKqQjE3ksq9SujtZmvQQKhIlyJl64/I+SMW4rr1UH/CRNg2aWqw81HNwFBIRERUhbYcvlPmegGAReOCDHJujUqFzJPHkbZ7J6DRwP31N+DS51XOSEI6sarOkx0/fhwDBw6Ev78/goODsXr1aqjVagDAqVOnEBISAj8/PwwaNAiXLl3S7qdUKvHFF1+gU6dOaN++PWbMmIHs7Gzt+vj4eISHh8Pf3x89evRAdHR0sfNu374dvXr1Qrt27TBy5EjExcVp1+Xk5GDWrFkIDAxEYGAgFixYAIVCYeCRICKimijiyG3IFKoyt3k3tJVBzp2f8AB/fb4AqT9Fwda3OXzmfw7X/iEMhKSzaguFiYmJmDp1KqZPn47Y2Fhs3rwZP//8M3bt2oWEhARMnToVs2bNwqVLlzB8+HBMmjQJubm5AIB169bh4sWL2Lt3L06ePInMzEx8+eWXAAoC44QJExAQEIDz589j2bJlWLFiBWJjYwEA58+fx5IlS7By5UpcuHABHTp0wOTJk6HRFExBvnDhQkilUpw4cQJ79uzBlStXsHHjxuoaFiIiqiF0mbVEbC2o8oYSVV4eUqIi8dfnC6B8mok6Eyai7r+nQeThUaXnoZqv2kJhw4YNce7cOQQHB0Oj0SA9PR0KhQKurq7YtWsXOnTogODgYIhEIowYMQJeXl44cOAAgIIrfePGjYOnpyecnZ0xY8YM7Nq1Czk5Obhw4QLS0tIwceJEiMViBAQEYNCgQYiMjAQAbNu2Da+99hr8/PwgFosxZcoUSKVSxMTEID8/H/v378eUKVPg4OCAOnXqYNKkSdp9iYiIdKHLc4QA8Fb/llV2To1Gg6zLl5DwyUfIPHkcTsE94LNwMRwC2FlMFVOt15Tt7e2hVCrRrl07KBQK9O3bF127dsX27dvh+9yb1Js0aYI7d+4gKysLSUlJaNq0abF1crkcCQkJuHfvHnx8fCASiYqt37p1KwAgLi4OQ4cO1a4TCoXw8fHBnTt34OrqCoVCUezYjRs3RnJyMjIzM+Hs7GygkSAioppk55n75W7Tw9+7yq4SKqRSpGyNQM6ff0Bcrz68J06GbeMmVXJsslzV/qCBUCjElStX8OTJE0yePBkLFixATk4OJBJJse0kEgny8vKQk5MDALC1tdWus7GxgUAg0K4vuq5w2/z8fAAo89iFzyUW3b/w48L9deHmZq/ztqbGw8PB2CWYJY6b/jhm+uOYVYwxxk36TFbuNtNHd6j0eTQqFZ7sP4C/tv4EaDTweXsM6oS+VukXUPNnrWJq2rhVeygUCAQQi8Xw8fHBxIkTMW/ePAQGBr4QwvLz8+Hp6VliSJPJZNBoNLC3t4ednd0L++bl5cHeviCo2draQiYr/n/W/Px87b6Fnxd+nJdX8Pb5wv11IZVmQ63W6Ly9qfDwcEBqapaxyzA7HDf9ccz0xzGrGFMdtx7+3pWuKy8+HikRmyB7+BdqveQHz1HhELm5V3qKOlMdM1NnjuNmZSUo80JWtT1TePLkSbz++uvFlslkMjg5OaFZs2Z48OBBsXVxcXFo2rQpnJyc4Onpifj4+GLrRCIRfHx84Ovri8TERKhU/9/tdf/+fe0tYV9f32L7qlQqJCQkwNfXV3vbuej6+/fvo3bt2nqFQiIislzLoq6Uub5lQ+dKvZNQlZuLlK0ReLh4IZRZz1Dn/UnwnjwVIjf3Ch+TqCTVFgr9/Pzw6NEjfPfdd1CpVIiLi8O6deswfPhwhIaGIiYmBsePH4dCoUBUVBT+/vtv9OnTBwAQFhaGdevWISkpCZmZmVi5ciX69+8PiUSCwMBAODo6YvXq1ZDL5bh8+TL27NmDsLAw7b579+7F5cuXIZfLsXr1ajg6OiIgIAB2dnbo27cvVq1ahczMTCQlJWHt2rUYMmRIdQ0LERGZsZgbSbiVmFnq+loSIWaOaF+hY2s0GmRduoiE/3yMzFMn4dyjV0Ejycsd2EhCBiHQFL6bpRpcvXoVixcvxt27d+Hm5oYRI0bgrbfegpWVFc6cOYPly5fj0aNHaNSoEebOnYuXX34ZACCXy7Fq1Srs27cPMpkM3bp1w/z587VX8+Lj4zF//nxcv34dTk5OmDBhAt544w3teXfs2IENGzYgJSUFrVu3xvz589GkScEDudnZ2fj8889x5swZqFQqhIaGYs6cObDW4/kM3j62LBw3/XHM9Mcxq5jqHreZa38r83nCcaGtKtRcokhLLZiR5OqfsKnfAJ7hb8O2cePKlFoq/qxVjDmOW3m3j6s1FNZUDIWWheOmP46Z/jhmFVOd46bLewk3zump1zE1SiUyThyDdM8uAID74DA49+oDgVBY4TrLw5+1ijHHcSsvFPI150RERHrS9UXV+si7H4fkiM2QP3qIWn7t4DlyNJ8bpGrFUEhERKSHqn5RtSo3F2m7tuPp6VOwdnZGnYmTYe/fns8NUrVjKCQiItKRLlcIC5X3LKFGo0H25YtIiYqE6tkzOPfqDffBYbCS2Ja5H5GhMBQSERHpQNcrhABgVc5FPkVqKpIjI5B7/SpsGjRE3clTIfFpVAVVElUcQyEREZEO/nfwls7bdm/nXeJyjVKJjGNHId23GxAI4PHmCDj37G3QRhIiXTEUEhERlSPmRhKUKt3eMtHD37vEl1Xn3Y9D8pZNkD9+hFr+7eE5YhRErm5VXSpRhTEUEhERlUHX5witBAK8M6DlC88SqnJzkLZjO57+chrWzi7wnjQZ9v4vG6pcogpjKCQiIirFsqgrZc5YUkhoJcDY14oHQo1Gg+yLF5ASHQlVVhace/WB++AhbCQhk8VQSEREVIKII7d1CoTebrZYNC6o2DJ5agpSftyC3BvXYdPQB3X/PR2Shj6GKZSoijAUEhERFaHr1cFCRQOhRqlExtHDkO7bA1gJ4TF8FJx79oLAysoAlRJVLYZCIiIiFDSTfLfvpl779PD//y7jvHv3kByxCfInj2Hv/zI8RoyCyNW1qsskMhiGQiIisngVCYTOtUQI79sCqpwcpO3YVtBI4uoK7w/+Dft2/gaqlMhwGAqJiMji6fMOQqDgOcKF73bCs/PnkBq9FarsLLj06Qu3QUNgJZEYqEoiw2IoJCIii1WRK4QtGzrj373q4fFXKwoaSXwaoe60GZA0aGigKomqR4VCYXp6Oi5cuIDWrVujfv36VV0TERGRwVUkENZzEWOs42MkfroOAqEQHiNHwzm4JxtJqEbQKRTevn0bU6ZMweeff44WLVpg2LBhePz4MUQiEdatW4cuXboYuk4iIqIqFXX8rl7bh9ZXwf/OQUgvPoH9ywHwGD4KIhcXA1VHVP10CoVLly5Fs2bN0KRJE+zevRt5eXn4/fffER0dja+++oqhkIiIzMqyqCvIzlPqtO13HwQidcfPeHbqF6hd3eA9eSrs/doZtkAiI9ApFP7xxx/YtWsXXF1d8csvvyA4OBiurq4YOHAg1q9fb+gaiYiIqsy872LwRJpX/oYaDYa6ZSLhk4+gysmBS99+cBs4BFY2NoYvksgIdAqFYrEYGo0GcrkcFy9exOeffw6g4NnCWrVqGbRAIiKiqhJx5LZOgdBF/gxDsi/D8/5DiBo1Rt1pH7KRhGo8nUJhYGAgvvzySzg6OgIAunfvjtu3b+Pzzz9HUFBQOXsTEREZX8SR2zgV+6TMbYQaFTpm3EDXp9chFIvgPiocTt17sJGELIJOofCzzz7DZ599htu3b2Pp0qWwt7fHnj17IJFI8PHHHxu6RiIiogrTtcu4fl4y+qacg7viKewDAuE5fASsndlIQpZDp1Do5uaGNWvWFFv24YcfQigUGqQoIiKiqqBLIJSo8tEj7Qr8suKQJbKH95RpsH/Jr5oqJDIdOr+nMDExERs3bkR8fDyWL1+O48ePo2nTpujYsaMh6yMiIqqwMmcq0WjQOisevdIuQaKW43odPwyeN5GNJGSxdHpI4s8//8SgQYPw8OFDxMbGQi6XIy4uDmPHjsWpU6cMXSMREZHe5n0XA6VKU+I6F/kzDH9yDKEpvyFD5IAzgSMQtnAaAyFZNJ2uFC5fvhzjxo3DpEmT4O9fMMn3p59+CkdHR6xZswY9evQwaJFERET6mLTyNPLk6heWCzUqdMq4jqD0a1BaCXHYoyMS6rTGyve6GaFKItOi05XCmzdvYsCAAS8sHzp0KOLj46u8KCIiooqa911MiYGwfl4Sxv61D13T/8Rd+wb4rsEgJHi3wcopDIREgI5XCm1tbSGVStGwYfF3ND148AD29vYGKYyIiEhfpy8/fOE9hLaqfPRIu4yXsu4j09oeP9XphQe16qKHvzfC+7YwUqVEpkenUDhgwAAsXrwYS5YsgUAggEwmQ0xMDBYuXIh+/foZukYiIiKdrIq68v+faDRokxWPnmmXYKOWI8a5DX5zfQlKK2uMC22FoNa1jVcokQnSKRROnz4ds2bNwmuvvQYACA0NBQD0798fM2bMMFx1REREOlgWdQW3EjO1n7vKn6Jv6jk0zEvGI4kHjnh0QqpNwTsHWzZ0ZiAkKoHO09x99dVXSExMxK1btyASieDr64sGDRoYuj4iIqIyFW0qEapVCMq4hk4Z16G0ssYhj07409EXEAgAFATCmSPaG7NcIpOlUyhMTk4GAEgkEm33cdHlXl5eBiiNiIiobMuirmgDYYPcJPRNPQc3xTPcsPfBSfcOyLG21W7LZwiJyqZTKOzevTsE//wrqyS3bpXxclAiIiIDuZWYCVtVPnqmXUbbrPvIsLZHtHdvJNh5F9vO282WgZCoHDqFwi1bthT7XKVS4cGDB9i0aRPmzJljkMKIiIjKMn31L2j7LA490y5BrFbgd5e2+N2lLZRWL/5pWzQuyAgVEpkXnUJhYGDgC8uCgoJQr149fP311+jZs2eVF0ZERFSadd8fR8jdY2iQn4yHEg8c8QhCmo1zidv28PcucTkRFafz3McladSoEW7fvl1VtRAREZVJrZDj6qZoBJ8/DYWVNQ56BOGqY1NtI8nz+Bwhke70ajQpKjs7G+vXr0e9evWqvCgiIqLn7dlyGF4xB+CqyMJ1+0Y46R6A3CKNJEWJrQX49kNOwUqkjwo3mmg0GtjZ2WHZsmUGKYyIiAgAlFnPcOCz/6Ll0/vIEDmU2EjyvLf6t6ym6ohqDp1C4ebNm18IhSKRCM2aNUOtWrUMUhgREVk2jVqNZ7/9isSISDRTK/GbS1vElNJIUhRfTk1UMTqFwo4dOxq6DiIiIi3Zk8dIidiMvHt3kSrxxGHPTpCKncvdz6+pG/491M/wBRLVQKWGwrFjx+p8kI0bN1ZJMUREZNnUcjnSD+xD2sEDkAmsccozCFcdSm8kKcq5lgiL3u+C1NSsaqiUqOYpNRRylhIiIqpOOTeuI+XHLVCkpuCmQ2OcdHu51EaS51kJgJWTuxq4QqKardRQuHjx4uqsg4iILJTy6VOk/hyFrPPnkGfvgt3efZBoV0fn/b3dbPlyaqIqoPN7Cm/fvo27d+9CrS6YY1Kj0UAul+PatWtYtGiRwQokIqKaSaNW4+nZX5C2/WeoZTKcd/fDL45toLIS6rR/y4bOmDmivYGrJLIcOoXCH374AcuWLYOVlRU0Gg0EAgHUajUEAgGbUIiISG+yx4+RHLEJ+XH3YNusOf6b3wLpYied92cgJKp6VrpsFBkZiUmTJuHatWtwdXXFqVOncPDgQTRr1gzdunUzdI1ERFRDqOVypO3cjsQF/4H87yfw+tc7+FQVqFcgFAnBQEhkADqFwpSUFAwePBhCoRAtWrTA1atX0bhxY8yZMwfbt283dI1ERFQD5Fy/hsRP5yL94H44duyEtNHTMO1XhU6dxYW83WyxfmZPA1ZJZLl0un1sb28PmUwGAPDx8cHdu3fRp08fNGzYEE+ePDFogUREZN6UTzOR+lM0si6cg8irNup9OBszDyYj78RfOh9DJATDIJGB6XSlMDAwECtWrEBKSgratm2LI0eOICsrCydPnoSzs7OBSyQiInOkUauReeYUEuZ9hOwrl+A2cDAafrYQH+z+G3lytc7HsRIwEBJVh1KvFCqVSlhbF6yeNWsW3n//fRw8eBAjR47Epk2bEBgYqF1HRERUlOzRQyRHbEb+/TjYNm8Br/C3IK5dB2OXnNTrOHzdDFH1KTUUdunSBYMGDcLrr7+OZs2aYd++fZDJZBCLxYiKisKFCxfg4uKCl156qTrrJSIiE6aWySDdvxcZRw/DytYWtceOg0NQZwgEAoxfpl8g3DiHVweJqlOpoXD06NHYt28ftmzZglatWmHo0KEYMGAAbGxsYGtri+7du1dnnUREZOJyrl9Fyo8RUKSlwvGVrvAY+gaEDg6IuZGE7/bd1OtY40JbGahKIiqNQKPRaMraIDY2Fnv27MHhw4eRl5eH3r17Y+jQoQgK4uX8QlJpNtTqMofRJHl4OHCO0ArguOmPY6Y/cxozZWYmUn/aiqyLFyCqXRteo9+CXYuWAFDhQBjUunaFajGncTMVHLOKMcdxs7ISwM3NvtT15XYf+/v7w9/fH/PmzcPp06exd+9ejB8/Hu7u7hgyZAiGDBmCevXqVWnRRERk+jRqNZ6eOY20ndugUSjgNmgIXPqFwEok0m6z5fAdnY/H5weJjEvnae6sra3Ru3dv9O7dG1lZWTh69CgiIyPx7bff4saNG4askYiITIzs4cOCGUni78O2RUt4jX4L4trFr+5NWnkaMoVuXcZ8fpDI+HQOhYX+/vtvHDhwAIcPH8bdu3fRpUsXQ9RFREQmSC2TQbpvDzKOHobQrhZqvzMODp0KGkkKzfsuBk+keTofk88PEpkGnUJheno6Dh8+jAMHDiA2NhY+Pj4YMmQI1q1bBw8PD0PXSEREJiD76p9IidwCpVQKxy7dChpJ7Is/n1SRV85U9PlBIqpapYbC7OxsHD9+HPv378e5c+cgkUgQEhKCmTNnol27dtVYIhERGZMyMwMp0VuRfekixHW8UW/WR7Br1vyF7d5dql8gbNnQmXMYE5mQUkNh586doVQqERgYiC+++AJ9+/aFjY1NddZGRERGpFGr8fT0SaTt2lHQSDI4DK79QiCwfvFPx/Q1v0KflzAwEBKZnlJD4XvvvYchQ4agbt261VkPERGZgPy/EpESsRn5D+Jh17I1PEePgdjLq8Rt530Xg8wchc7HthKAgZDIBJUaCj/44IPqrIOIiEyAWiaDdO8uZBw7CmGtWqj97ntw6BhUrJGkKH2bSpxribBycteqKpeIqpDe3cdERFQzZf/5B1IiI6BMl8KpW3e4hw17oZGkqGVRV3QOhCIhsH4mXztDZMoYComILJwiIwOp0ZHIvnwJYm9v1J/9MWx9m5W5jz5XCHv4eyO8b4uqKJWIDIihkIjIQmnUamSeOgHprh3QqFRwDxsKl1f7ldhIUpQ+r51p2dCZgZDITFhV58muXr2K0aNHIyAgAF27dsWiRYuQl1fwL81Tp04hJCQEfn5+GDRoEC5duqTdT6lU4osvvkCnTp3Qvn17zJgxA9nZ2dr18fHxCA8Ph7+/P3r06IHo6Ohi592+fTt69eqFdu3aYeTIkYiLi9Ouy8nJwaxZsxAYGIjAwEAsWLAACoXuD0wTEZmj/L8S8dcXC5EaFQlJk6ZoOP9zuIYMKDcQ6vPaGVuxFRtKiMxIqaGwRYsWaNmypU7/6SIrKwvjxo1D7969ce7cOWzbtg2xsbFYvnw5EhISMHXqVMyaNQuXLl3C8OHDMWnSJOTm5gIA1q1bh4sXL2Lv3r04efIkMjMz8eWXXwIoCIwTJkxAQEAAzp8/j2XLlmHFihWIjY0FAJw/fx5LlizBypUrceHCBXTo0AGTJ0+GRlPw7oSFCxdCKpXixIkT2LNnD65cuYKNGzdWalCJiEyVOj8fKT9F4a+Fn0GZLkXtcRNQd+oMiD09y9wv4shtjF1yUufXzlgJgG+mB1e+YCKqNqX+k3Dp0qXabrNHjx7hu+++w8iRI9GuXTuIRCJcu3YNP/74I9577z2dTvT48WMEBATg7bffBgDUrl0bgwYNwvbt22Fvb48OHTogODgYADBixAhERUXhwIEDGDZsGLZv347Zs2fD859fWjNmzMCbb76J2bNn488//0RaWhomTpwIkUiEgIAADBo0CJGRkfD398e2bdvw2muvwc/PDwAwZcoUREVFISYmBu3bt8f+/fsRGRkJBwcHODg4YNKkSVi4cCHGjx9f0TElIjJJ2X/EImVrBJTp6XDqHlzQSFKrVrn7RRy5jVOxT/Q61/ez2VRCZG5KDYWDBg3Sfjx8+HB8+umnGDx4sHZZcHAwmjRpgg0bNuCdd94p90QtWrTAN998o/1co9Hg2LFjaNOmDeLi4uDr61ts+yZNmuDOnTvIyspCUlISmjZtWmydXC5HQkIC7t27Bx8fH4hEomLrt27dCgCIi4vD0KFDteuEQiF8fHxw584duLq6QqFQFDt248aNkZycjMzMTDg7O5f7dRERmTpFejpSoyKRHXsZ4rr1UH/O+7Bt6lv+jv/QNxByLmMi86RTo8mtW7dKnNquRYsWSEhI0PukSqUSn332GR4+fIjly5dj9uzZkEgkxbaRSCTIy8tDTk4OAMDW1la7zsbGBgKBQLu+6LrCbfPz8wEUPDNY2rELn0ssun/hx4X768LNrfRXNpg6Dw8HY5dgljhu+uOY6a+yY6ZRqfD3wcNI/HEroFaj4ZjR8B4UCqtynhssKnTGHr3OOWNkewS/XF/fUqsUf9b0xzGrmJo2bjr9ZmjSpAmioqLw0UcfaZep1Wps3LgRrVrp9y9CqVSK6dOnIz09HZGRkfDy8ioW4grl5+fD09OzxJAmk8mg0Whgb28POzu7F/bNy8uD/T/v1rK1tYVMJnvh2IX7Fn5e+HFh44t9Ge/mevFryoZan/mdTISHhwNSU7OMXYbZ4bjpj2Omv8qOWX5CApIjNkGWmAC71m0KZiTx8IQ0Q7fXyMTcSMJ3+27qfL6i09YZ83vNnzX9ccwqxhzHzcpKUOaFLJ1C4cyZMzF+/HicPn0arVq1gkajwbVr1/D06VNs2rRJ52Lu3LmD9957D35+fli7di1q/fMsS7NmzXDnzp1i28bFxaFz585wcnKCp6cn4uPjtbeY4+LiIBKJ4OPjA6lUisTERKhUKgiFQgDA/fv3tbeEfX19ER8frz2uSqVCQkICfH19tbed4+Pj0aZNG+2+tWvX1isUEhGZCnV+HtJ270LmiWMQOjqiznvvw75DYKkzkpRk+ppf9Zq2ztvNll3GRDWATq+kCQoKwr59+9C7d2/k5uYiPz8foaGh2L9/vzZMlSctLQ1jx45Fv379sHr1am0gBIDQ0FDExMTg+PHjUCgUiIqKwt9//40+ffoAAMLCwrBu3TokJSUhMzMTK1euRP/+/SGRSBAYGAhHR0esXr0acrkcly9fxp49exAWFqbdd+/evbh8+TLkcjlWr14NR0dHBAQEwM7ODn379sWqVauQmZmJpKQkrF27FkOGDNF3HImIjC479jISPpmLzBPH4NS9B3wWfgGHwI56BcKxS07qFQhbNnTGonFBFSmXiEyMQFP4bhYdKZVKCIVCvX7JAMDXX3+NNWvWwNbWtti+3t7eOHDgAM6cOYPly5fj0aNHaNSoEebOnYuXX34ZACCXy7Fq1Srs27cPMpkM3bp1w/z587VX8+Lj4zF//nxcv34dTk5OmDBhAt544w3tOXbs2IENGzYgJSUFrVu3xvz589GkSRMAQHZ2Nj7//HOcOXMGKpUKoaGhmDNnDqz1eOaGt48tC8dNfxwz/ekzZop0KVK2/oicP2IhrlsPXmPehm2TpuXv+Jzxy05CodJ9+6K3jE0Ff9b0xzGrGHMct/JuH+scCnfv3o1vv/0Wjx49wqFDh/D999/D09MTkyZNqrJizRVDoWXhuOmPY6Y/XcZMo1Ih8+RxpO3eCWg0cAsdDJc+r5b7Auqi9JmurihTDIQAf9YqgmNWMeY4blXyTOHu3bvxxRdfYOzYsVi7di2Ags7jpUuXQiwWY9y4cVVTLRER6SQ/4QGSt2yC7K9E1Gr7EjxHhkPk4aHz/suiruBWYmaFzs25jIlqJp1C4caNG/HJJ58gNDQU69evB1Dwgml7e3usXr2aoZCIqJqo8vIg3b0TmSePQ+johDoTJsH+5QC9Hul5d6nuM5M8j4GQqObSKRQmJiaW+J7Cdu3aITk5uaprIiKi52g0GmRfuYyUqB+hevoUTsE94T7kdQj/eZ2WLiatPI08ubpC5xcJgfUzOUsJUU2mUyisU6cObt++jfr1i7+QNCYmBnXq1DFIYUREVEAhlSJlawRy/vwD4nr14T1xMmwbN9F5f33fOfg8bzdbdhgTWQCdQuHYsWPx2WefITU1FRqNBhcuXMDOnTuxadMmTJ8+3dA1EhFZJI1KhcwTx5C2Zxeg0cB92Jtw6dVHr0aSygZCW7EVAyGRhdDpN8sbb7wBpVKJ9evXIz8/H3PnzoWXlxdmz56N4cOHG7pGIiKLk3X3Hv5avRayh3+h1kt+8BwVDpGbu17HqGhncSFeISSyLDqFwujoaPTt2xcjR45Eeno6xGIxZ/wgIjIAVW4upLt3IPPUSQidnFDn/Umwb697I0llnhsE2EhCZMl0CoUrVqxAx44d4ebmBldXV0PXRERkcTQaDbIvX0JKdCRUT5+iTkh/2PULhfCf+d/LU9mrgs61RFg5uWuF9yci86dTKGzZsiV+//13NGrUyND1EBFZHEVaasGMJFf/hE39BvCeOAUNOvrp9GLcyrxvsNC40FYIal27UscgIvOnUyh0c3PDokWL8O2336J+/fqQSCTF1m/cuNEgxRER1WQapRIZJ45BumcXIBDA443hcO7VBwKhsMz9pq/5Va/5iUuzcQ5fMUNE/0+nUCiRSDB48GADl0JEZDny7schOWIz5I8eopZfu4IZSdzcytwn4shtnIp9UiXnb9nQuUqOQ0Q1h06hcPHixYaug4jIIqhyc5G2azuenj4Fa2dn1Jk4Gfb+7ctsJKmKW8RFmeq8xURkXDq/7Orp06f46aef8ODBA3z44Ye4ePEifH190aSJ7i9QJSKyVAWNJBeREhUJ1bNncO7VG+6Dw2AlKbuRZOySk1VWA8MgEZVFp1D44MEDjBo1Cg4ODnj8+DEmTpyIo0eP4qOPPsIPP/yA9u35S4aIqDSK1FQkR0Yg9/pV2DRoiLqTp0LiU3bj3sSlx/EwJafS52YTCRHpykqXjRYvXoy+ffviyJEjEIlEAIDly5ejX79+WLFihUELJCIyVxqlEumHDiLh07nIu3cXHm+OQIO5/yk3EE5aebrSgbCHvzc2zunJQEhEOtPpSuGff/6J2bNnF1tmZWWF9957D2FhYQYpjIjInOXdj0Pylk2QP36EWv7t4TliFESuhm8k4SwkRFRROj9TKJPJXlgmlUohFourtCAiInOmys1B2o7tePrLaVg7u8B70mTY+79c7n6Vefk0ZyEhoqqgUyjs2bMnvvrqK6xatUq77OHDh/jiiy8QHBxsqNqIiMyGRqNB9sULBTOSZGXBuVcfuA8eUm4jSWWmpeMsJERUlXQKhR999BHGjRuHjh07QqlUYtiwYXj69Cn8/PxeuK1MRGRp5KkpSPlxC3JvXIdNQx/U/fd0SBr6lLlPzI0kfLfvZoXOx1vERGQIOoVCR0dH/PTTT/j9999x69YtiEQi+Pr6IiiIv5SIyHJplEpkHD0M6b49gJUQHiNGwblHLwisyu7hq8ytYnYTE5Gh6PxMIQB07twZnTt3NlQtRERmI+/ePSRHbIL8yWPYt38ZHsNHQeTqWuY+lZmezkoAfD+b09IRkeGUGgp79uxZ5hv2izpx4kSVFUREZMpUOTlI27GtoJHE1RXeH/wb9u38y9ynMreKAT47SETVo9RQOGzYMO3HGRkZiIyMRJ8+fdCuXTuIRCJcu3YNhw4dwr/+9a9qKZSIyJg0Gg2yLpxHavRWqLKz4NKnL9wGDYGVRFLmfpVpJAGAjXN4dZCIqkepofD999/Xfvzee+9h5syZePvtt4tt065dO+zbt89gxRERmQJ5SgpSIv9pJPFphLrTZkDSoGGZ+1TmVjEAuDqIsXxSlwrvT0SkL52eKbxw4QLmzp37wvJOnTph8eLFVV4UEZEp0CiVSD9yCOn790IgFMJj5Gg4B/cstZGksreJgf9vJPHwcEBqalaljkVEpA+dQqG3tzeOHTuGd999t9jyXbt2oVGjsqdrIiIyR3n37v7TSPIE9i8HFDSSuLiUuG1VhEGAt4qJyLh0CoUffPABZsyYgd9++w2tW7eGRqNBbGwsrl69im+//dbQNRIRVRtVdjZSd/yMZ7/+AmtXN3hPngp7v3albl+Z18sU4nsHicgU6BQKQ0JC4OnpicjISJw+fRoCgQAtWrTAxx9/jDZt2hi6RiIig9NoNMg6H4PUn6KgysmBS99+cBs4BFY2NqXuM3bJyUqdk9PTEZEp0SkUzpkzB+PHjy82zR0RUU0hT05Cyo8RyL11A5LGjVFv+kzY1G9Q4rbLoq7gVmJmpc4nEgLrZ/JWMRGZFp1C4fHjx/HBBx8YuhYiomqlViiQUdhIIhLBc1Q4nLr3KLGRpKqeG+TVQSIyVTqFwtDQUKxevRqTJk1C3bp1YW2t10QoREQmJ/fuHaREbIb87yewDwiE5/ARsHYuuZHk3aUnodZU7nycno6ITJ1O6S4mJgYJCQnYt28fBAIBrJ77V/T169cNUhwRUVVTZWcjdftPeHb2V1i7ucF7yjTYv+RXbJuquirImUiIyJzoFArHjx9v6DqIiAxKo9Eg69zvSP0pGqrcHLj0C4Fb6KBijSSVfeF0UXy9DBGZG51C4ZAhQwxdBxGRwciTkpD842bk3b4FSeMmqBf+Nmzq1wcARBy5jVOxT6rsXC0bOmPmiPZVdjwioupSbii8dOkSIiMjERsbi/T0dLi6usLf3x+jRo1CQEBAddRIRFQhaoUCGYcPIv3AvoJGktFj4NQtGAIrqyq7RVzIVmyFb6YHV9nxiIiqW5mhcO3atVizZg18fHzQvXt3ODs7IysrCxcvXsSYMWPwwQcfYOLEidVVKxGRznLv3EZyxCYokpLg0CEQ22za4o9zCuDc6So9D68MElFNUWoo/OWXX/DNN99g4cKFGDp06Avr9+7di7lz58LPzw+vvPKKQYskItKVKisLqdt+wrPfzyJH4oj9dXrhQUZdAFXzrGAhNpEQUU1TaijcvHkzxo4dW2IgBICBAwciMTERmzZtYigkIqPTaDR49vtvSN0WDUV2Di44t8Fvri9BaVW1r9DibWIiqqlK/W1548YNzJ49u8ydQ0JCEBkZWeVFERHpQ570N5IjNiPvzm08knjgcP0eSLMp+Z2DFcGrgkRkCUoNhfn5+bCzsytzZxsbGygUVXtLhohIF/O+i0FyajaCMq6hU8Z1KK2sccqjE/509AUEgio5B2cfISJLUmoo9PHxwfnz51GvXr1Sd75w4QIaN25skMKIiJ5XdN7hBrlJGJt6Dm6KZ7hh74OT7h2QY21b6XN4u9li0bigSh+HiMjclBoKBw0ahK+++gqdOnVC3bp1X1j/119/YdWqVZg8ebJBCyQiKhoGbVX56Jl2GW2z7iPD2h7R3r2RYOdd6XPwFjERWbpSQ+Ho0aNx8uRJDB48GK+//jratWsHZ2dnZGdn4/Lly9i2bRsCAwPxxhtvVGe9RGQB5n0XgyfSvOILNRq0zbqPnmmXIFYr8LtLW/zu0rbCjSR8lQwRUXGl/jYViUT44Ycf8M033yA6OhqbNm3SrnN3d8e4cePw7rvvVkeNRFTDlTeriJs8E31TzqNBfjIeSjxwxCMIaTbOep+HQZCIqHRl/hNbLBZj2rRpmDp1KuLj4/Hs2TM4OzujYcOGsLKyqq4aiaiGKXo7uCxCtQqd/2kkUVhZ46BHEK46NtWrkYSvkCEi0o1O910EAgGaNGli6FqIyAJMX/MrMnPKf2tBw9y/0Tf1HFwVWbhu3wgn3QOQq0cjiUAAvDugFYJa165MuUREFqNq3+pKRFREzI0kfL/vJjR67GOrykevtEtokxWPdJGDTo0kDIBERJXHUEhEVa7ERpHyaDR4KSsOPdIuQ6xW4jeXtogpp5GEzwgSEVUdhkIiqjK6Piv4PDd5JvqlnEP9/BQ8lHjisGcnSMXOpW7Pl0oTEVU9hkIiqhLjl52EQqXfPtZq5T8zktyA3MoaBz2DcNWheCOJ0EqAsa+15K1hIiIDYygkIr2U9/oYXfnkPkHf1PNwUWThukNjnHR7WdtIwtvCRETVj6GQiMpVVUEQAOyUeeiVdgmtsx8gXeSAKO8+UNRvjK85tRwRkVExFBJRqWJuJOG7fTer5mAaDfye3UMP6RWI1EqcdXkJMS5t0e3l+nw+kIjIBDAUElExFW0WKYu7LBN9U2NQPz8Vts2awyv8LbSs442xVXoWIiKqDIZCItKatPI08uTqKjuetVqJLpnX0DHzBoS2tvD41ztw7NwFAj1mJCEiourBUEhkwQxxVbBQo5zHGJobC+HTdHj2DIZ9aBisHRwNci4iIqo8hkIiC6XrdHP6qqXMw4CsWDSSxkHkVRte42ajYddApKZmVfm5iIio6jAUEtVgMTeSsHH/Taj0mWdOD0XfIahRq/H01zNI274fGoUCrgMHw6X/a7ASiQxzciIiqlIMhUQ1SFW+OqYsz88oInv0EMkRm5F/Pw62zVvAK/wtiGvXMXgdRERUdRgKicxcdQVB4MUwqJbJIN2/FxlHD8PK1ha1x46DQ1BnNpIQEZkhhkIiM1UdYdBWbIVvpgeXuC7n+lWk/BgBRVoqHF/pCo+hb0Do4GDQeoiIyHAYConMRMyNJGw+dAtypYEeEHxOaVPNKTMzkfrTVmRdvABx7TqoN3MO7Jrz5dNEROaOoZDIDBjy1TFFjQtthaDWtUtcp1Gr8fTMaaTt3AaNQgG3QUPg0i+EjSRERDWElTFOmpCQgMDAQDx69Ei77NSpUwgJCYGfnx8GDRqES5cuadcplUp88cUX6NSpE9q3b48ZM2YgOztbuz4+Ph7h4eHw9/dHjx49EB0dXex827dvR69evdCuXTuMHDkScXFx2nU5OTmYNWsWAgMDERgYiAULFkChqPrXdBBVRMyNJLyz5KTBA6G1UFBmIJQ9fIiHSz5HSuQW2DT0QcPPFsEtdBADIRFRDVLtVwpPnTqFuXPn4unTp9plCQkJmDp1Kv773//ilVdewfbt2zFp0iScOnUKdnZ2WLduHS5evIi9e/dCLBZjxowZ+PLLL7FgwQIolUpMmDABr732Gn744QdcvXoV77//Ppo3bw5/f3+cP38eS5YswQ8//ICWLVvim2++weTJk3Hw4EEIBAIsXLgQUqkUJ06cQHZ2Nt5//31s3LgR48ePr+6hITLoLWJroQD/CmlZavAriVomg3TfHmQcPQyhXS3UfmccHDqxkYSIqCaq1iuF69atw/LlyzFt2rRiy3ft2oUOHTogODgYIpEII0aMgJeXFw4cOACg4ErfuHHj4OnpCWdnZ8yYMQO7du1CTk4OLly4gLS0NEycOBFisRgBAQEYNGgQIiMjAQDbtm3Da6+9Bj8/P4jFYkyZMgVSqRQxMTHIz8/H/v37MWXKFDg4OKBOnTqYNGmSdl+i6hRx5Da+23ezygJhD39vbJzTU/vfhpk99AqE2Vf/RMJ/PkbG4YNw7NwFPosWwzHoFQZCIqIaqlqvFIaFhWHChAl4/PhxseVxcXHw9fUttqxJkya4c+cOsrKykJSUhKZNmxZbJ5fLkZCQgHv37sHHxweiIrexmjRpgq1bt2qPPXToUO06oVAIHx8f3LlzB66urlAoFMWO3bhxYyQnJyMzMxPOzs5V+eUTlagqXzBtIxJiTL/meoW/5ykzM5ASvRXZly5CXMcb9WZ9BLtmzStfHBERmbRqDYVeXl4lLs/JyYFEIim2TCKRIC8vDzk5OQAAW1tb7TobGxsIBALt+qLrCrfNz88v99iFzyUW3b/w48L9deHmZq/ztqbGw4OvEKmIqhq3ddv/wMGYxEofJySoId4f2q5Sx9CoVEg6fBSJP26FWqFAg1EjUHdI1T03yJ81/XHMKobjpj+OWcXUtHEzie7joiGuUH5+Pjw9PUsMaTKZDBqNBvb29rCzs3th37y8PNjb22uPLZPJXjh24b6Fnxd+nJeXBwDa/XUhlWZDra6e14RUJQ8PB85HWwFVMW6Vfcdg0enlClWmpvy/EpESsRn5D+Jh17I1PEePgdjLC9LMfAC6/wOpNPxZ0x/HrGI4bvrjmFWMOY6blZWgzAtZJhEKmzVrhjt37hRbFhcXh86dO8PJyQmenp6Ij4/X3mKOi4uDSCSCj48PpFIpEhMToVKpIBQKAQD379/X3hL29fVFfHy89rgqlQoJCQnw9fXV3naOj49HmzZttPvWrl1br1BIpKuquFVc2vsDK0Itk0G6dxcyjh2FsJY9ao8bD4fATnxukIjIAhnllTTPCw0NRUxMDI4fPw6FQoGoqCj8/fff6NOnD4CCZxHXrVuHpKQkZGZmYuXKlejfvz8kEgkCAwPh6OiI1atXQy6X4/Lly9izZw/CwsK0++7duxeXL1+GXC7H6tWr4ejoiICAANjZ2aFv375YtWoVMjMzkZSUhLVr12LIkCHGHA6qoWJuJOH7SgRCe1trjAttVWWBMPvPP5DwycfIOHIYTl26wmfhF3DsGMRASERkoUziSmHTpk2xevVqLF++HDNnzkSjRo2wfv16baPHpEmTIJfLMXToUMhkMnTr1g2ffvopAEAkEuH777/H/PnzERQUBCcnJ8ycORNBQUEAgFdeeQVz5szBxx9/jJSUFLRu3Rrr16/XNqbMnz8fn3/+OUJCQqBSqRAaGooPPvjAKONANUvMjSRsPXYHOfmqCu1fkVfI6EKRkYHU6EhkX74Esbc36s/+GLa+zar0HEREZH4EGo3G/B6GMzF8ptCylDduVXGLuIe/N8L7Vu3UcRq1GpmnTkC6awc0KhXcQgfB5dV+EFgb/t+G/FnTH8esYjhu+uOYVYw5jptZPFNIZO4qe1WwkEAAvDug9JlFKir/r0Qkb9kEWcID2LVuA89RYyD29KzScxARkXljKCTS0+nLD/Htzj8rHQCfZ29rjRG9m1VpIFTn5yNtzy5kHj8KoYMDar83AQ4dOvK5QSIiegFDIZEOqupKYEkMcasYALL/iEXK1ggo09Ph1D0Y7mHDIKxVq8rPQ0RENQNDIVE5KvtOwbIYIhAq0tORGhWJ7NjLENeth/pz3odtU9/ydyQiIovGUEj0D0NeDXyeIW4Va9RqZJ48gbRdOwCNGu6vD4NLn77V0khCRETmj38tiGDYq4GA4W4RF8pPSEByxCbIEhNg16YtPEeFQ+zBRhIiItIdQyHVaDE3krDzzH1In8lgJQCq881Bhrga+Dx1fh7Sdu9C5oljEDo6os74ibAP6MBGEiIi0htDIdVIJd0Kro5AWB1BsFB27GWkbI2EMjMDTt17wD3sdQjt2EhCREQVw1BINU7MjSRsPnQbcqXaoOepzgBYlCJdipStPyLnj9iCRpIJE2HbpGm11kBERDUPQyHVCEVvExtaSFBDDO3exODneZ5GpULmyeNI270T0GjgPvQNuPR+lY0kRERUJfjXhMxedV8ZHBjsW+1TG+UnPCiYkeSvRNRq+xI8R4VD5O5RrTUQEVHNxlBIZi3mRhJ+2H+zSp8XNNZt4ZKo8vIg3b0TmSePQ+johDoTJsH+5QA2khARUZVjKCSzVXiFUNdAKBAAmjK2NaUwqNFokH3lMlKifoTq6VM4BfeE+5DXIbSzM3ZpRERUQzEUktnaeea+TreMrQTAOwNamUTY04VCKkXK1gjk/PkHbOrXh/fEybBtXP3PMBIRkWVhKCSzUbSZpJZEqNPMI2JrK7zVv4VZBEKNSoXME8eQtmdXQSPJsDcLGkmEQmOXRkREFoChkExeSe8c1CUQujnaIKx7E7MIhHnx8UiJ2ATZw79Q6yW/gkYSN3djl0VERBaEoZBMzvNXBGUKNZQq3R4cNKcrgwCgys2FdPcOZJ46CaGTE+q8Pwn27dlIQkRE1Y+hkExCae8Z1OWKYFHmEgg1Gg2yL19CSnQkVE+fwrlHL7gNeR1CW1tjl0ZERBaKoZCMrqreM+jmaGMWgVCRllowI8nVP2FTvwG8J06BbePGxi6LiIgsHEMhGUXRK4NWgsrPSyy2tkKYEWYZ0YdGqUTGiWOQ7tkFCATweGMEnHv1ZiMJERGZBIZCqnJFA19hsweAUp8TrEggtBEJILIWIjtPaRYNJXn345AcsRnyRw9Ry68dPEeGQ+TmZuyyiIiItBgKqcJKC39FbwVLn8mwcf9NCKwE2hCo73OCQgFgK7E2mwBYlCo3F2m7tuPp6VOwdnZGnYmTYe/fno0kRERkchgKqUKefw5Q+kyGzYduQyyyeuHZQJWm8H/0Z24hsFBBI8lFpERFQvXsGZx79Yb74DBYSdhIQkREpomhkEpV0pXAwnBW0mwicqW6Us0ihc8WmmsQLKRITUVyZARyr1+FTYOGqDt5KiQ+jYxdFhERUZkYCqlEpV0JBICg1rVfeHVMZZnb+wVLolEqkXHsKKT7dgMCK3gMHwnnHr3YSEJERGaBoZBKVNqVwJ1n7iOodW24OdqUGAxrSYRQKDXF9hUKUOyZwsJl5vqcYEny7schecsmyB8/Qi3/9vAcMQoiVzaSEBGR+WAopBKVdiWwcHlY9yYvvFtQbG2FkX2aA0CZ3cc1IQQWUuXmIG3Hdjz95TSsnV3gPWky7P1fNnZZREREemMopBKVdiXQzdEGAIo9W1hS0Csp8NWEEFhIo9Eg++KFghlJsrLg3PtVuA8azEYSIiIyWwyFVKLSrgQWfUF0UOvaNSro6So/KQmPV69D7o3rsGnog7r/ng5JQx9jl0VERFQpDIVUovKuBFoijVKJjKOHEbd/LzQCK3iMGFXQSGJlZezSiIiIKo2hkEplqVcCS5J37x6SIzZB/uQx3II6wnHImxC5uhq7LCIioirDUEhUBlVODtJ2bCtoJHF1hfcH/0ajPt2Qmppl7NKIiIiqFEMhUQk0Gg2yLpxHavRWqHKy4dKnL9wGDYGVRGLs0oiIiAyCoZDoOfKUFKREbiloJPFphLrTZkDSoKGxyyIiIjIohkKif2iUSqQfOYT0/XshEArhMXI0nIN7spGEiIgsAkOhhSk6n7GHiy0Gd2nEZhIAeffu/tNI8gT2LwfAY/goiFxcjF0WERFRtWEotCDPz2ecmpFXbD5jS6TKzkbqjp/x7NdfYO3qBu/JU2Hv187YZREREVU7hkILUt58xpZEo9Eg63wMUn+KgionBy59+8Nt4GBY2dgYuzQiIiKjYCg0cUVv91b2BdLlzWdsKeTJSUj5MQK5t25A0rgx6k2fCZv6DYxdFhERkVExFJqw52/3Sp/JKnW7t7z5jGs6tUKBjMJGEpEInqPC4dS9BxtJiIiIwFBo0qr6dq8u8xnXVLl37yAlYjPkfz+BfUAgPIePgLUzG0mIiIgKMRSasKq+3fv8fMaW0H2sys5G6vaf8Ozsr7B2d4f3lGmwf8nP2GURERGZHIZCE2aI271F5zP28HCosdO1aTQaZJ37Hak/RUOVmwOXfiFwCx3ERhIiIqJSMBSaMEu+3VsZ8qQkJP+4GXm3b0HSuAnqhb8Nm/r1jV0WERGRSWMoNGHP3+6tbPdxTadWKJBx+CDSD+wraCQZPQZO3YLZSEJERKQDhkITV/R2L5Uu985tJEdsgiIpCQ6BHeHx5ghYOzkbuywiIiKzwVBIZk2VlYXUbT/h2e9nIXL3QN2p01GrzUvGLouIiMjsMBSSWdJoNHj2+29I3RYNdV4eXEMGwPW1UDaSEBERVRBDIZkdedLfSI7YjLw7tyFp0hReY96GTd16xi6LiIjIrDEUktlQK+RIP3gAGYcOQCAWwzP8bTh17cZGEiIioirAUEhmIff2LSRHbIYiOQkOHTvB440RsHZyMnZZRERENQZDIZm0gkaSaDz7/TeIPDxQd9qHqNW6jbHLIiIiqnEYCskkaTQaPPvtbEEjSX5+QSPJgIGwEouNXRoREVGNxFBIJkf25AlSftyMvLt3IGnqC6/wt2FTt66xyyIiIqrRGArJZKgVcqQf2I/0QwdgZSOB15h/wbFLVzaSEBERVQOGQjIJubduIvnHzVAkJ8OhU1BBI4mjo7HLIiIishgMhWRUyqxnSP05Glkxv0Pk6YW602eiVqvWxi6LiIjI4jAUklFo1Go8++1XpG77GWpZPlwHhMI1JJSNJEREREbCUEjVTvbkMVIiNiPv3l3Y+jaDZ/jbsPH2NnZZREREFo2hkKqNWi5H+oF9SD98EFYSCbzeHgvHzl3YSEJERGQCGAqpWuTcuI6UH7dAkZoCx6BX4P7Gm7B2YCMJERGRqWAoJINSPn2K1J+jkHX+HEReXqg3YxbsWrYydllERET0HIZCMgiNWo2nZ39B2vafoZbJ4Bo6CK4hr8FKxEYSIiIiU8RQCCAtLQ3z5s3DxYsXIZFIMGLECHzwwQfGLstsyR4/RnLEJuTH3YNts+bwCn8L4jpsJCEiIjJlDIUApk2bhnr16uG3337Dw4cP8d5778HHxwcDBgwwdmlmRS2XI33/XqQfOQQrW1t4/eudgkYSgcDYpREREVE5LD4UJiYm4sKFC1i1ahUkEgl8fX3x1ltvITIykqFQDznXryElcgsUqalw7NwFHsPehNDBwdhlERERkY4sPhTeu3cPzs7OcHd31y5r3Lgx7ty5Y8SqzIfyaSZSf4pG1oVzEHnVRr0PZ8OuRUtjl0VERER6svhQmJOTA1tb22LLbG1tkZ+fr/Mx3Nzsq7qsauPhUbGreRq1GslHjyNxSwTUMjnqj3gT9V4fAiuRqIorNE0VHTdLxjHTH8esYjhu+uOYVUxNGzeLD4V2dnYvBMC8vDzY2+se9KTSbKjVmqouzeA8PByQmpql936yRw+RHLEZ+ffjYNuiJbxGj4G4dh1IM/MB6B6mzVVFx82Sccz0xzGrGI6b/jhmFWOO42ZlJSjzQpbFh0JfX19kZGQgPT0drq6uAID79++jadOmRq7M9KhlMkj370XG0cOwsrVF7bHj4BDUmY0kRERENYDFzy/m4+MDf39/fPnll8jNzUVcXBy2bNmCIUOGGLs0k5Jz7SoSP52HjEMH4NipMxotXAzHzq8wEBIREdUQFn+lEABWr16NBQsWoEePHhCJRBg5ciSGDRtm7LJMgjIzEynRW5F96QLEteug3sw5sGvewthlERERURVjKATg6emJr7/+2thlmBSNWo2nZ04jbec2aBQKuA0aApd+IRbTSEJERGRpGArpBbKHDwtmJIm/D7uWreA5egzEXrWNXRYREREZEEMhaallMkj37UHG0cMQ2tVC7Xfeg0OnID43SEREZAEYCgkAkH31T6REboFSKoVjl27wGPoGhHq8loeIiIjMG0OhhVNmZvzTSHIR4jreqDfrI9g1a27ssoiIiKiaMRRaKI1ajb8PHEJCRGRBI8ngMLj2C4HAmj8SRERElogJwALl/5WIlIjNyH8QD7tWreE5agzEXl7GLouIiIiMiKHQgqhlMkj37kLGsaMQ1rJHs+lToWnpx0YSIiIiYii0FNl//oGUyAgo06Vw6tYd7mHD4NGojtnN20hERESGwVBYwykyMpAaHYnsy5cg9vZG/dkfw9a3mbHLIiIiIhPDUFhDadRqZJ46AemuHdCoVHAPGwqXV/uxkYSIiIhKxIRQA+X/lYjkLZsgS3gAu9ZtChpJPD2NXRYRERGZMIbCGkSdn4+0PbuQefwohA4OqP3eBDh06MhGEiIiIioXQ2ENkf1HLFK2RkCZng6n7sFwDxsGYa1axi6LiIiIzARDoZlTpKcjNSoS2bGXIa5bD/XnvA/bpr7GLouIiIjMDEOhmdKo1cg8eQJpu3YAGjXcXx8Glz592UhCREREFcIEYYbyExKQHLEJssQE2LVpC89R4RB7sJGEiIiIKo6h0Iyo8/OQtnsXMk8cg9DREXXGT4R9QAc2khAREVGlMRSaiezYy0jZGgllZgacuveAe9jrENqxkYSIiIiqBkOhGUj+cQuenj4Jcb36qD9hImybNDV2SURERFTDMBSaAWsnJ3i8MRzOPXuzkYSIiIgMggnDDLiFDjJ2CURERFTDWRm7ACIiIiIyPoZCIiIiImIoJCIiIiKGQiIiIiICQyERERERgaGQiIiIiMBQSERERERgKCQiIiIiMBQSERERERgKiYiIiAgMhUREREQEhkIiIiIiAkMhEREREYGhkIiIiIgAWBu7gJrAykpg7BIqzJxrNyaOm/44ZvrjmFUMx01/HLOKMbdxK69egUaj0VRTLURERERkonj7mIiIiIgYComIiIiIoZCIiIiIwFBIRERERGAoJCIiIiIwFBIRERERGAqJiIiICAyFRERERASGQiIiIiICQ6HFO378OAYOHAh/f38EBwdj9erVUKvVxi7L5F29ehWjR49GQEAAunbtikWLFiEvL8/YZZmFhIQEBAYG4tGjR8YuxSSlpaVhwoQJePnll/HKK6/g66+/NnZJZoM/W/rh7zH91fS/mQyFFiwxMRFTp07F9OnTERsbi82bN+Pnn3/Grl27jF2aScvKysK4cePQu3dvnDt3Dtu2bUNsbCyWL19u7NJM3qlTpzBy5Eg8ffrU2KWYrGnTpsHFxQW//fYbNm3ahB07dmD//v3GLsvk8WdLP/w9pj9L+JvJUGjBGjZsiHPnziE4OBgajQbp6elQKBRwdXU1dmkm7fHjxwgICMDbb78Na2tr1K5dG4MGDcLFixeNXZpJW7duHZYvX45p06YZuxSTlZiYiAsXLmDGjBmQSCTw9fXFW2+9hcjISGOXZtL4s6U//h7TnyX8zbQ2dgFkWDKZDKmpqSWu8/DwgL29PZRKJdq1aweFQoG+ffuia9eu1Vyl6Slr3Bo1aoRvvvlG+7lGo8GxY8fQpk2b6irPJJX3sxYWFoYJEybg8ePH1VyZ+bh37x6cnZ3h7u6uXda4cWPcuXPHiFWZPv5s6a9Fixb8PVYBNf1vJkNhDffHH39gzJgxJa7bsmULOnbsCKFQiCtXruDJkyeYPHkyFixYgAULFlRzpaZFl3EDAKVSic8++wwPHz60+Nsuuo4ZlS4nJwe2trbFltna2iI/P99IFZkHLy8vY5dg1vh7TD81+W8mQ2EN17Fjx3KvMggEAojFYvj4+GDixImYN29ejfkBryhdxk0qlWL69OlIT09HZGSkxf9h0mXMqGx2dnYvBMC8vDzY29sbqSKq6fh7TH81+W8mnym0YCdPnsTrr79ebJlMJoOTk5ORKjIfd+7cQVhYGJycnBAdHY26desauySqAXx9fZGRkYH09HTtsvv376Np06ZGrIpqKv4e048l/M1kKLRgfn5+ePToEb777juoVCrExcVh3bp1GD58uLFLM2lpaWkYO3Ys+vXrh9WrV6NWrVrGLolqCB8fH/j7++PLL79Ebm4u4uLisGXLFgwZMsTYpVENw99j+rOEv5kCjUajMXYRZDxXr17F4sWLcffuXbi5uWHEiBF46623YGXFfy+U5uuvv8aaNWtga2sLgUCgXe7t7Y0DBw4YsTLz8OjRI/Tq1QsnTpxAvXr1jF2OyUlJScGCBQtw8eJFiEQijBw5EhMnTjR2WWaBP1u64++xiqnpfzMZComIiIiIt4+JiIiIiKGQiIiIiMBQSERERERgKCQiIiIiMBQSERERERgKiYiIiAgMhURkAubMmYPmzZuX+l/Pnj0BAD179sTatWuNXO2LlEolNm3apP18586daNWqVZUc+/z582jevDmSkpKq5HiGoNFosHv3bkilUgAv1myq3zciKo6hkIiMbu7cuTh79izOnj2Lbdu2AQDWrl2rXbZ9+3YjV1i2gwcPYvHixdrPQ0JC8Msvvxixoup15coVzJ49G3l5eQAAf39/nD17Fp6enkaujIj0YW3sAoiIHBwc4ODgAKBgLlEAcHJygoeHhzHL0tnzcwBIJBJIJBIjVVP9nv/6xWKx2XzviOj/8UohEZmV5ORkTJgwAX5+fujSpQu+/fbbYuuPHz+OgQMHom3btujXrx9++OEHqNVq7fonT55g2rRpCAoKgr+/PyZOnIiHDx9q1/fs2RNLly5F37590alTJ9y4cQNyuRxLlixBly5d0L59e4wePRp//PEHgIJbpbNmzQIANG/eHDt37nzh9nF2djbmz5+Pzp07w9/fH++88w7i4+MBAGq1GmvXrsWrr76KNm3aICAgAJMnT0Z6erpO4yGTybBo0SJ07NgRHTt2xH//+1+88847WLNmDYCSb2U/v+z27dsYN24cAgIC0KZNG/Tt2xe7d+/Wrg8PD8eKFSswc+ZMtG/fHt26dcPChQuhVCrx6NEjjBo1CgDQq1cvrFmzptxb3uV9jzZs2IBevXppa4mMjNRpLIiochgKicis7NixA927d8f+/fsxZswYrFq1ChcvXgQAnDlzBh9++CHGjBmDAwcOYObMmdiyZYv2ebbs7GyMGDECT58+xffff4+IiAhkZWVh9OjRyMrK0p4jKioKCxcuxPr169GyZUvMmjULFy9exFdffYUdO3agU6dOGDNmDB48eAB/f3/85z//AQCcPXsWISEhL9Q8depUxMTEYMWKFdixYwfs7Ozw7rvvQqFQ4H//+x+2bNmCefPm4ciRI1ixYgUuX76MdevW6TQe8+fPx9GjR7FixQps3rwZsbGxuHDhgs7jmZubi7Fjx8LT0xM///wz9uzZgw4dOmDevHlIS0vTbve///0PjRo1wo4dOzB+/HhERkbiwIEDqFOnjnZ8t23bhrFjx5Z5vvK+RydPnsQPP/yARYsW4ciRI3j33XexcOFC7feYiAyHt4+JyKz07dsXI0aMAAC899572LBhA65fv44OHTrg22+/xYgRIzB06FAAQIMGDZCTk4NPPvkEEydOxJ49e/Ds2TOsXLkSzs7OAID//ve/6NmzJ/bu3au94tWzZ08EBgYCABITE3Ho0CHs378fvr6+AIAPPvgAly9fxv/+9z8sWLAA9vb2AFDiLdP4+Hj8+uuv2LJlCzp27AgAWLBgAdavX4/MzEw0atQIS5cuRbdu3QAAdevWRdeuXXH37t1yxyIrKwt79+7FwoUL0aVLFwDAypUrtY05usjLy8Pbb7+N8PBw2NraAgDGjx+Pbdu2ISEhAe7u7gCAli1bYuLEiQCARo0a4eeff8Yff/yBQYMGwcnJCQDg6uqKWrVqlXm+8r5Hf/31F0QiEby9vVG3bl0MGzYM9erVQ+PGjXX+moioYhgKicisNGrUqNjnjo6OyM/PBwDcunUL165dQ3R0tHa9Wq1Gfn4+Hj9+jHv37qFx48baQAgUBJkmTZoUC2H169fXfnzz5k0AwBtvvFHsvHK5HHK5vNx6C4/70ksvaZe5uLhgzpw5AAoCaGxsLFatWoUHDx4gPj4e9+/fR0BAQLnHfvDgARQKBdq2bfvC16MrNzc3jBw5Ert378atW7eQkJCA27dvAwBUKpV2Ox8fn2L7OTo6QqFQ6HyeQuV9j0JDQ7F9+3a8+uqraNasGbp06YKBAwfCzc1N73MRkX4YConIrFhZvfjUS2Gjg0gkwrvvvovQ0NAXtvHy8oKNjU2Jx1Sr1RCJRNrPi25XuDw6OvqF5hGxWFxuvdbWZf+aXbduHTZs2ICwsDB07doV48ePx5YtW/DkyZNyj114Ze/5Ro+iX0tJioa9lJQUvPnmm/Dy8kKPHj0QHBwMT09PvP7668X2Kelrff68uijveyQWi7F3715cvnwZZ8+exZkzZ7B582YsXbq0xH2IqOrwmUIiqjGaNm2KhIQENGzYUPvf3bt3sWrVKu36+Ph4ZGZmavdJT0/HgwcPSr26VnjLWCqVFjvupk2bcOLECQCAQCAotabC416/fl27LDs7G0FBQbh06RI2b96MKVOm4JNPPsGwYcPQunVrJCYm6hS4GjRoAIlEgtjYWO2y3NxcbRMLUBDCVCqV9nUxAJCQkKD9+NixY8jJyUFkZCTGjx+Pnj17IiMjA4Duoa+sr/955X2PDh48iKioKHTo0AHTpk3D7t278corr2Dv3r06n4OIKoahkIhqjPfffx8HDhzAhg0bkJCQgNOnT+M///kPJBIJxGIxBg4cCFdXV0yfPh03b97EjRs3MH36dDg6OuK1114r8ZgNGzZESEgIPvnkE5w5cwZ//fUXVq1ahejoaG3gK3yO7tq1a8jJySm2f6NGjdCrVy/Mnz8fly5dwv379/HRRx/BwcEBL730ElxdXXH27Fncv38f9+7dw4IFCxAbG6vTrWkbGxu88847+Oqrr3DixAntsZ8+fardpl27dhAIBFi9ejUePXqEgwcPYteuXdr1Li4uyM7OxpEjR/D48WOcOHECn376KQDoVEPRr//WrVvFGnZKUt73SC6XY+nSpdi7dy8eP36MmJgY3Lx5E35+fjrVQkQVx9vHRFRjdOvWDV9++SU2bNiA1atXw9XVFYMHD8a0adMAFISoH374AUuWLMGoUaMgFAoRFBSEyMhIODo6lnrcRYsWYcWKFfj444+RlZWFJk2aYM2aNQgKCgIAdOzYEYGBgRgxYgRmzJihbbwotGTJEixevBgTJ06ESqVChw4d8P3330MsFmPp0qVYsGABhgwZAkdHRwQGBmLGjBn49ttvi13dK82kSZOgUqkwb948yOVyvPHGG6hXr552ff369fHZZ59hw4YN+PHHH/Hyyy9j1qxZ+PjjjwEA/fv3x7Vr17Bo0SLk5uaiQYMGmDhxIjZs2IBr165pG2DK0rRpU/Tt2xfTpk3DiBEj0Lt371K3Le97NHjwYEilUqxZswZ///033NzcEBYWhgkTJpRbBxFVjkBTkYdCiIjIZPXp0wcDBw7E5MmTjV0KEZkR3j4mIiIiIoZCIiIiIuLtYyIiIiICrxQSERERERgKiYiIiAgMhUREREQEhkIiIiIiAkMhEREREYGhkIiIiIgA/B9GIP89XgkGNQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "from scipy.stats import norm\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "sns.distplot(data.SalePrice, fit=norm)\n",
    "\n",
    "# fit the distribution\n",
    "(mu, sigma) = norm.fit(data.SalePrice)\n",
    "\n",
    "plt.legend(['Normal dist. ($\\mu=$ {:.2f} and $\\sigma=$ {:.2f} )'.format(mu, sigma)], loc='best')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('SalePrice Density Distribution')\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "stats.probplot(data['SalePrice'], plot=plt)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see in the plot above, our distribution is not entirely normal, i.e. it is skewed and has a higher density in the middle area than theoretical normal distribution. Let's make a monotonic conversion of the target variable and see if it gets better:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksimkarpov/opt/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# take a log og price\n",
    "data['LogSalePrice'] = np.log1p(data.SalePrice)\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "sns.distplot(data.LogSalePrice, fit=norm)\n",
    "\n",
    "# fir the distribution to the log of price\n",
    "(mu, sigma) = norm.fit(data.LogSalePrice)\n",
    "\n",
    "plt.legend(['Normal dist. ($\\mu=$ {:.2f} and $\\sigma=$ {:.2f} )'.format(mu, sigma)], loc='best')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Log of SalePrice Density Distribution')\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "stats.probplot(data.LogSalePrice, plot=plt)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "much better now :)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Splitting data into train and test sets + working with numeric features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's divide the data into **training** and **test samples**. For simplicity, we will not allocate an additional validation sample (although this is usually worth doing, it is necessary for the selection of hyperparameters of the model, that is, parameters that cannot be selected from the training sample). Additionally, we will have to separate the values of the target variable from the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "y = data[\"SalePrice\"]\n",
    "X = data.drop(columns=[\"SalePrice\"])\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first look at the values of the **target variable**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(y_train, height=5, aspect=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Judging by the histogram, we have examples with an atypically large cost, which may hinder us if our **loss function** *is too sensitive to outliers*. In the future, we will look at ways to minimize the damage from this.\n",
    "\n",
    "Since we would like to train a classical **linear regression** model to solve our problem, it would be good to find the features that are \"most linearly\" related to the target variable, in other words, look at the **Pearson correlation coefficient** between the features and the target variable. Note that not all features are numeric, so we will not consider such features yet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numeric_data = X_train.select_dtypes([np.number])\n",
    "numeric_data_mean = numeric_data.mean()\n",
    "numeric_features = numeric_data.columns\n",
    "\n",
    "X_train = X_train.fillna(numeric_data_mean)\n",
    "X_test = X_test.fillna(numeric_data_mean)\n",
    "\n",
    "correlations = X_train[numeric_features].corrwith(y_train).sort_values(ascending=False)\n",
    "\n",
    "\n",
    "plot = sns.barplot(y=correlations.index, x=correlations)\n",
    "plot.figure.set_size_inches(15, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the features from the top of the list. To do this, draw a graph of the dependence of the target variable on each of the features. On this chart, each point corresponds to a feature-target pair (such charts are called **scatter-plot**)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(figsize=(16, 5), ncols=3)\n",
    "for i, feature in enumerate([\"GrLivArea\", \"GarageArea\", \"TotalBsmtSF\"]):\n",
    "    axs[i].scatter(X_train[feature], y_train, alpha=0.2)\n",
    "    axs[i].set_xlabel(feature)\n",
    "    axs[i].set_ylabel(\"SalePrice\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that there is indeed a linear relationship between these features and the target variable."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Our first model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Models from sklearn have the **fit** and **predict** methods. The first takes as input a training sample and a vector of target variables and trains the model, the second, being called after training the model, returns a prediction on the sample. Let's try to train our first model on the numerical features that we now have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train RMSE = 14645.7764\n",
      "Test RMSE = 16419.2208\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(X_train[numeric_features], y_train)\n",
    "y_pred = model.predict(X_test[numeric_features])\n",
    "y_train_pred = model.predict(X_train[numeric_features])\n",
    "\n",
    "print(\"Train RMSE = %.4f\" % mean_squared_error(y_train, y_train_pred, squared=False))\n",
    "print(\"Test RMSE = %.4f\" % mean_squared_error(y_test, y_pred, squared=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We trained our first model and  counted its quality on the test sample!\n",
    "\n",
    "Now we will **scale** our features before training the model.\n",
    "\n",
    "To do this, use the **StandardScaler transformer**. Transformers in sklearn have the **fit** and **transform** methods (and also fit_transform). The fit method takes a training sample as input and calculates the necessary values from it (for example, statistics such as StandardScaler: the average and standard deviation of each of the features). The transform method applies the transformation to the passed selection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train RMSE = 14645.8705\n",
      "Test RMSE = 16415.4878\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train[numeric_features])\n",
    "X_test_scaled = scaler.transform(X_test[numeric_features])\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(X_train_scaled, y_train)\n",
    "y_pred = model.predict(X_test_scaled)\n",
    "y_train_pred = model.predict(X_train_scaled)\n",
    "\n",
    "print(\"Train RMSE = %.4f\" % mean_squared_error(y_train, y_train_pred, squared=False))\n",
    "print(\"Test RMSE = %.4f\" % mean_squared_error(y_test, y_pred, squared=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will use a very easy class **Pipeline**: training model is often represented as a sequence of certain actions with training and test samples (for example, first you need to scale the sample (and for the training samples need to apply the method *fit*, and for the test — *transform*), and then train model (*fit* for training and for test — *predict*). Pipeline allows you to store this sequence of steps and correctly processes different types of samples: both training and test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test RMSE = 16415.4878\n"
     ]
    }
   ],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "simple_pipeline = Pipeline([\n",
    "    ('scaling', StandardScaler()),\n",
    "    ('regression', LinearRegression())\n",
    "])\n",
    "\n",
    "model = simple_pipeline.fit(X_train[numeric_features], y_train)\n",
    "y_pred = model.predict(X_test[numeric_features])\n",
    "print(\"Test RMSE = %.4f\" % mean_squared_error(y_test, y_pred, squared=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Working with categorical features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are clearly not using all the information we have from the data, simply because we do not use some of the features. These attributes in the dataset are *encoded in strings*, each of them denotes **a certain category**. Such features are called **categorical**. Let's highlight such features and immediately fill in the gaps in them with a special value (the fact that the feature has a missing value can itself be a good feature)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical = list(X_train.dtypes[X_train.dtypes == \"object\"].index)\n",
    "X_train[categorical] = X_train[categorical].fillna(\"NotGiven\")\n",
    "X_test[categorical] = X_test[categorical].fillna(\"NotGiven\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>Street</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>...</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>Functional</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>RM</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>IDOTRR</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>TA</td>\n",
       "      <td>Typ</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>Unf</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>P</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>TA</td>\n",
       "      <td>Typ</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>Fin</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>TA</td>\n",
       "      <td>Typ</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>RFn</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>RM</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>TA</td>\n",
       "      <td>Typ</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>Unf</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Low</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>TA</td>\n",
       "      <td>Typ</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>Unf</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>P</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     MSZoning Street LotShape LandContour Utilities LotConfig LandSlope  \\\n",
       "Id                                                                        \n",
       "122        RM   Pave      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "685        RL   Pave      IR2         Lvl    AllPub   CulDSac       Gtl   \n",
       "1053       RL   Pave      Reg         Lvl    AllPub    Corner       Gtl   \n",
       "1353       RM   Pave      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "944        RL   Pave      Reg         Low    AllPub    Inside       Gtl   \n",
       "\n",
       "     Neighborhood Condition1 Condition2  ... Electrical KitchenQual  \\\n",
       "Id                                       ...                          \n",
       "122        IDOTRR       Norm       Norm  ...      SBrkr          TA   \n",
       "685       NoRidge       Norm       Norm  ...      SBrkr          TA   \n",
       "1053        NAmes     Artery       Norm  ...      SBrkr          TA   \n",
       "1353      BrkSide       Norm       Norm  ...      SBrkr          TA   \n",
       "944       Mitchel       Norm       Norm  ...      SBrkr          TA   \n",
       "\n",
       "     Functional GarageType GarageFinish GarageQual GarageCond PavedDrive  \\\n",
       "Id                                                                         \n",
       "122         Typ     Detchd          Unf         TA         TA          P   \n",
       "685         Typ     Attchd          Fin         TA         TA          Y   \n",
       "1053        Typ     Attchd          RFn         TA         TA          Y   \n",
       "1353        Typ     Detchd          Unf         TA         TA          N   \n",
       "944         Typ     Attchd          Unf         TA         TA          P   \n",
       "\n",
       "     SaleType SaleCondition  \n",
       "Id                           \n",
       "122        WD        Normal  \n",
       "685        WD        Normal  \n",
       "1053       WD        Normal  \n",
       "1353       WD        Normal  \n",
       "944        WD        Normal  \n",
       "\n",
       "[5 rows x 38 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train[categorical].sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we need to somehow encode these categorical features with numbers. Two standard transformers from sklearn for working with categorical features — **OrdinalEncoder** (simply renumbers the attribute values with natural numbers) and **OneHotEncoder**.\n",
    "\n",
    "OneHotEncoder matches each feature with an entire vector consisting of zeros and one unit (which stands in the place corresponding to the accepted value, thus encoding it)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test RMSE = 14867.1666\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.compose import ColumnTransformer\n",
    "\n",
    "column_transformer = ColumnTransformer([\n",
    "    ('ohe', OneHotEncoder(handle_unknown=\"ignore\"), categorical),\n",
    "    ('scaling', StandardScaler(), numeric_features)\n",
    "])\n",
    "\n",
    "pipeline = Pipeline(steps=[\n",
    "    ('ohe_and_scaling', column_transformer),\n",
    "    ('regression', LinearRegression())\n",
    "])\n",
    "\n",
    "model = pipeline.fit(X_train, y_train)\n",
    "y_pred = model.predict(X_test)\n",
    "print(\"Test RMSE = %.4f\" % mean_squared_error(y_test, y_pred, squared=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we see that test RMSE has decreased! Hooray, that's all for today :) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The materials that were used and adopted for \"sklearn part\" of this seminar are as follows:\n",
    "- Seminar 2 of Evgeny Sokolov ML course at 'ПМИ' for 3-rd year students https://github.com/esokolov/ml-course-hse/blob/master/2020-fall/seminars/sem02-sklearn-linregr.ipynb\n",
    "- scikit-learn official documentation https://scikit-learn.org/stable/index.html"
   ]
  }
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